Nine of fourteen models named Wiz first on the direct prompt; zero named AWS Security Hub. Wiz was named by fourteen of the fourteen models and AWS Security Hub by nine and Wiz carries 61 labels and AWS Security Hub 18, so the shares are not directly comparable.
Named in sixteen categories this edition.
Named in two categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the cloud security posture management page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“What to Avoid on a Tight Budget... generally quote-only and target mid-market to enterprise budgets” Kimi K2 · budget prompt · hard negative
“you will want to avoid enterprise-grade CSPM platforms like Wiz, Orca Security, or Prisma Cloud” Gemini 3.5 Flash · budget prompt · hard negative
“Praised for its agentless approach, prioritized risk findings, and attack-path correlation, making it ideal for mid-market companies looking to consolidate security tools.” Mistral Small · direct prompt · first choice
“I'd suggest evaluating Wiz and Microsoft Defender for Cloud as starting points—Wiz for its modern, agentless approach and comprehensive CNAPP capabilities” MiniMax M2.5 · direct prompt · first choice
“Wiz and Orca pioneered agentless side-scanning and graph-based threat context. They are incredibly easy to deploy and provide the best user experience.” Gemini 3.5 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Why avoid: If you are a true multi-cloud organization ... relying solely on the native tool for one provider will blindside you” Qwen 3.7 Flash · negative prompt · hard negative
“Multi-cloud complexity: Avoid native-only tools.” Kimi K2 · negative prompt · hard negative
“If you run a multi-cloud environment... using the native cloud provider tools is rarely a good idea” Gemini 3.5 Flash · negative prompt · soft negative
“AWS-heavy: Try AWS Security Hub CSPM. It has a 30-day trial and a perpetual free allowance” GPT-6 Luna · budget prompt · first choice
“Best overall for limited budget and AWS: AWS Security Hub CSPM” GPT-5.4 mini · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.