Two of fourteen models named Orca Security first on the direct prompt; zero named Prowler. Orca Security was named by fourteen of the fourteen models and Prowler by ten and Orca Security carries 50 labels and Prowler 14, so the shares are not directly comparable.
Named in eleven 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, Orca Security and Prowler were named in the same answer forty-seven times, of the 427 answers naming Orca Security and the 80 naming Prowler. In those answers Prowler took the first choice fourteen times and Orca Security six.
| 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. Three of three in this category shown.
“you will want to avoid enterprise-grade CSPM platforms like Wiz, Orca Security, or Prisma Cloud” Gemini 3.5 Flash · budget prompt · hard negative
“What to Avoid on a Tight Budget... unlikely to be "limited budget" friendly” Kimi K2 · budget prompt · hard negative
“The Premium Market Leaders (Wiz & Orca Security)... provide the best user experience. *Cons:* premium enterprise pricing” 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 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.