Zero of fourteen models named Prowler first on the direct prompt; zero named AWS Security Hub. Prowler was named by thirteen of the fourteen models and AWS Security Hub by fourteen and Prowler carries 21 labels and AWS Security Hub 33, so the shares are not directly comparable.
Named in three 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 November 2026 Edition, Prowler and AWS Security Hub were named in the same answer forty-six times, of the 91 answers naming Prowler and the 116 naming AWS Security Hub. In those answers AWS Security Hub took the first choice five times and Prowler fifteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of six in this category shown.
“Open-source posture tools (like Prowler, ScoutSuite, or Steampipe) can be valuable for quick, targeted CLI audits. However, relying on unmaintained open-source projects for ongoing enterprise protection creates maintenance drift.” Gemini 3.5 Flash · negative prompt · soft negative
“Evaluate Prowler, accepting that your team will own more of the triage, integration, and operational work” Perplexity Sonar · paraphrase prompt · soft negative
“Requires substantially more internal engineering and operational ownership” Perplexity Sonar · direct prompt · soft negative
“The best cloud security posture management platform for a company with a limited budget is Prowler, which is a free, open-source tool” Llama 4 Maverick · budget prompt · first choice
“For a limited budget, start with open‑source tools (Prowler or ScoutSuite) to cover the basics at no cost.” GLM 4.7 FlashX · budget prompt · first choice
“Prowler (*Best Overall Open-Source CSPM*) ... 100% free, multi-cloud, ready-to-use compliance frameworks.” Gemini 3.5 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“repeatedly called "extremely basic" ... Fine as a supplement, not a primary CSPM” DeepSeek V4 Flash · negative prompt · hard negative
“Native services like AWS Security Hub, Microsoft Defender for Cloud, or Google Cloud Security Command Center... they often perform poorly when forced to manage multi-cloud environments.” Gemini 3.5 Flash · negative prompt · soft negative
“Why to Be Cautious: While excellent for AWS-native compliance, its ability to monitor Azure or GCP resources is significantly weaker” Qwen 3.7 Flash · negative prompt · soft negative
“AWS Security Hub CSPM is usually the best value if you're mostly on AWS” GPT-5.4 mini · budget prompt · first choice
“AWS-first: AWS Security Hub CSPM is the strongest starting point” Perplexity Sonar · budget prompt · first choice
“Free tier available for basic usage; Security Hub aggregates findings from other AWS services with compliance checks.” Grok 4.20 · budget prompt · alternative
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.