Zero of twelve models named Prowler first on the direct prompt; zero named Microsoft Defender for Cloud. Prowler was named by eleven of the twelve models and Microsoft Defender for Cloud by twelve and Prowler carries 24 labels and Microsoft Defender for Cloud 53, so the shares are not directly comparable.
Named in two categories this edition.
Named in seven categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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 five in this category shown.
“open-source Prowler appear frequently but rank lower for enterprise scale” Grok 4.1 Fast · comparative prompt · soft negative
“the best starting point is a combination of free tools: the open-source Prowler for multi-cloud scanning” Grok 4.1 Fast · budget prompt · first choice
“Choose open-source Prowler if you have a strong DevOps/Security engineer on hand, your budget is $0” Gemini 3.5 Flash · budget prompt · first choice
“Prowler (open source) is the best starting point—it's free, multi-cloud, and compliance-ready” DeepSeek V4 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Ecosystem lock-in risk: While functional for Azure-heavy environments, native-first platforms create gravitational pull toward a single cloud ecosystem” Kimi K2 · negative prompt · soft negative
“there are concerns about neutrality and potential vendor lock-in. Buyers with multi-cloud needs ... should negotiate strong roadmap-protection language” Mistral Small · negative prompt · soft negative
“Reviewers of Microsoft Defender for Cloud note the UI can feel cluttered and policy customization can be cumbersome.” GPT-5.4 mini · negative prompt · soft negative
“Best if you want CSPM as part of a broader CNAPP platform.... Choose Microsoft Defender for Cloud if you want a multicloud CNAPP” GPT-5.4 mini · comparative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.