Zero of fourteen models named Prowler first on the direct prompt; zero named AWS Security Hub. Prowler was named by ten of the fourteen models and AWS Security Hub by nine and Prowler carries 14 labels and AWS Security Hub 18, so the shares are not directly comparable.
Named in four 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.
Across every category in the October 2026 Edition, Prowler and AWS Security Hub were named in the same answer twenty-seven times, of the 80 answers naming Prowler and the 82 naming AWS Security Hub. In those answers AWS Security Hub took the first choice four times and Prowler nine.
| 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 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
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.