Zero of fourteen models named AWS Security Hub first on the direct prompt; zero named Prisma Cloud. AWS Security Hub was named by fourteen of the fourteen models and Prisma Cloud by thirteen and AWS Security Hub carries 33 labels and Prisma Cloud 54, so the shares are not directly comparable.
Named in four categories this edition.
Named in fourteen 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.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Avoid Prisma Cloud unless you truly need it — it's powerful but many mid-sized teams find it "enterprise overkill"” Kimi K2 · paraphrase prompt · hard negative
“Prisma Cloud and Wiz are the top recommendations due to their strong features, scalability, and positive user feedback.” Mistral Small · paraphrase prompt · first choice
“For mid-sized B2B companies, Wiz or Prisma Cloud typically offer the best balance of features, ease of use, and cost.” Claude Haiku 4.5 · paraphrase 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.