Two of fourteen models named Microsoft Defender for Cloud first on the direct prompt; zero named Prowler. Microsoft Defender for Cloud was named by fourteen of the fourteen models and Prowler by ten and Microsoft Defender for Cloud carries 54 labels and Prowler 14, so the shares are not directly comparable.
Named in fourteen categories this edition.
Named in four 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.
Across every category in the October 2026 Edition, Microsoft Defender for Cloud and Prowler were named in the same answer sixty-one times, of the 598 answers naming Microsoft Defender for Cloud and the 80 naming Prowler. In those answers Prowler took the first choice eleven times and Microsoft Defender for Cloud twenty.
| 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. Four of four in this category shown.
“Avoid blindly adopting: Microsoft Defender for Cloud if you are multi-cloud (not Azure-first)” DeepSeek V4 Flash · negative prompt · hard negative
“only deeply address their own environments ... Avoid native-only tools.” Kimi K2 · negative prompt · hard negative
“Pure-Play Single-Cloud Tools (For Multi-Cloud Users) ... Why avoid” Qwen 3.7 Flash · negative prompt · hard negative
“Already on Azure or want a zero-cost baseline: Start with Defender for Cloud Foundational CSPM free and augment with Prowler for ad-hoc audits.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“self-hosting open-source CSPM tools requires significant maintenance” Qwen 3.7 Flash · negative prompt · soft negative
“excellent for audits but not continuous production monitoring” DeepSeek V4 Flash · negative prompt · soft negative
“For the tightest budgets, open-source tools like Prowler or Microsoft Defender for Cloud's free tier are excellent starting points.” Claude Haiku 4.5 · budget prompt · first choice
“start with your cloud provider's built-in CSPM, and add Prowler OSS if you need broader or multi-cloud checks” GPT-6 Luna · budget prompt · first choice
“Prowler as your primary CSPM tool - it's comprehensive, free, and covers all major cloud providers” MiniMax M2.5 · 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.