# JFrog Artifactory vs Sonatype Nexus Repository: which do AI models recommend for artifact registries, October 2026

IT AI Recommendation Index, October 2026 Edition, Artifact and container registries. Two of fourteen models named JFrog Artifactory first on the direct prompt; five named Sonatype Nexus Repository. Page: https://it-ai-index.com/developer/artifact-and-container-registries/jfrog-artifactory-vs-sonatype-nexus-repository/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| JFrog Artifactory | 14% | #1 of 16 | 23% | 48 | 14 of 14 |
| Sonatype Nexus Repository | 11% | #2 of 16 | 5% | 20 | 11 of 14 |

## The direct prompt, model by model

- Perplexity Sonar: jfrog artifactory first (first choices: JFrog Artifactory) (alternatives: Cloudsmith, Sonatype Nexus Repository)
- Qwen 3.7 Flash: jfrog artifactory first (first choices: JFrog Artifactory) (alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Lifecycle)
- GPT-5.4 mini: sonatype nexus repository first (first choices: Sonatype Nexus Repository) (alternatives: AWS CodeArtifact, JFrog Artifactory)
- DeepSeek V4 Flash: sonatype nexus repository first (first choices: Sonatype Nexus Repository) (alternatives: Azure Artifacts, Cloudsmith)
- GLM 4.7 FlashX: sonatype nexus repository first (first choices: Sonatype Nexus Repository) (alternatives: Cloudsmith, Harbor, JFrog Artifactory)
- MiniMax M2.5: sonatype nexus repository first (first choices: Sonatype Nexus Repository) (alternatives: AWS CodeArtifact, Cloudsmith, JFrog Artifactory)
- Muse Glimmer 30B: sonatype nexus repository first (first choices: Sonatype Nexus Repository) (alternatives: CloudRepo, Cloudsmith, JFrog Artifactory)
- Kimi K2: neither first, one named (first choices: GitHub Packages) (alternatives: AWS CodeArtifact, Azure Artifacts, Sonatype Nexus Repository)
- GPT-6 Luna: neither first, one named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact, JFrog Artifactory, Sonatype Nexus Repository)
- Claude Haiku 4.5: neither named
- Gemini 3.5 Flash: neither named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact, Azure Artifacts, GitLab Package Registry, Google Artifact Registry, Sonatype Lifecycle)
- Grok 4.1 Fast: neither named (first choices: Cloudsmith) (alternatives: AWS CodeArtifact)
- Mistral Small: neither named (first choices: Cloudsmith) (alternatives: AWS, Google Cloud, Packagecloud)
- Llama 4 Maverick: neither named (first choices: Cloudsmith) (alternatives: Packagecloud)

## What the models said about JFrog Artifactory

- "Note: Avoid JFrog Artifactory if you have a tight budget." (Gemini 3.5 Flash, budget prompt, hard negative)
- "generally not recommended for mid-market B2B companies" (Gemini 3.5 Flash, direct prompt, hard negative)
- "Avoid for limited budgets - costs escalate quickly" (Kimi K2, budget prompt, hard negative)
- "JFrog Artifactory is positioned as a universal repository manager that supports a wide range of artifact types... Both are viable for a 500-person company." (Muse Glimmer 30B, scale prompt, first choice)
- "Artifact registries like JFrog Artifactory and Google Artifact Registry are more comprehensive, supporting a broader range of package formats" (Mistral Small, comparative prompt, first choice)
- "JFrog is widely considered the top choice for mid-market companies today... It is the safest bet for a growing mid-market engineering team." (Qwen 3.7 Flash, direct prompt, first choice)

## What the models said about Sonatype Nexus Repository

- "Limited integrations vs. leaders; self-host adds ops overhead." (Grok 4.1 Fast, direct prompt, soft negative)
- "Enterprise-grade artifact repository manager that allows development teams to store, organize, and distribute software components... Both are viable for a 500-person company." (Muse Glimmer 30B, scale prompt, first choice)
- "the best artifact repository for a company with a limited budget is Sonatype Nexus Repository (Community Edition)" (GLM 4.7 FlashX, budget prompt, first choice)
- "For most mid-market B2B companies, Sonatype Nexus Repository Pro is the strongest all-around recommendation" (DeepSeek V4 Flash, direct prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.