Twelve of fourteen models named Wiz first on the direct prompt; zero named AWS Security Hub. Both were named by all fourteen models and Wiz carries 61 labels and AWS Security Hub 33, so the shares are not directly comparable.
Named in seventeen 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.
| 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. Two of two in this category shown.
“What to Avoid on a Tight Budget ... Enterprise platforms like Wiz ... typically start at $15,000–$24,000+/year” Kimi K2 · budget prompt · hard negative
“Wiz is widely regarded as the top choice due to its comprehensive visibility, strong security analytics, and ease of use across multi-cloud environments.” Mistral Small · direct 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.