Two of fourteen models named Microsoft Defender for Cloud first on the direct prompt; zero named AWS Security Hub. Microsoft Defender for Cloud was named by fourteen of the fourteen models and AWS Security Hub by nine and Microsoft Defender for Cloud carries 54 labels and AWS Security Hub 18, so the shares are not directly comparable.
Named in fourteen categories this edition.
Named in two 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, Microsoft Defender for Cloud and AWS Security Hub were named in the same answer seventy-four times, of the 598 answers naming Microsoft Defender for Cloud and the 82 naming AWS Security Hub. In those answers AWS Security Hub took the first choice six times and Microsoft Defender for Cloud 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. Four of four in this category shown.
“Avoid blindly adopting: Microsoft Defender for Cloud if you are multi-cloud (not Azure-first)” DeepSeek V4 Flash · negative prompt · hard negative
“only deeply address their own environments ... Avoid native-only tools.” Kimi K2 · negative prompt · hard negative
“Pure-Play Single-Cloud Tools (For Multi-Cloud Users) ... Why avoid” Qwen 3.7 Flash · negative prompt · hard negative
“Already on Azure or want a zero-cost baseline: Start with Defender for Cloud Foundational CSPM free and augment with Prowler for ad-hoc audits.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Why avoid: If you are a true multi-cloud organization ... relying solely on the native tool for one provider will blindside you” Qwen 3.7 Flash · negative prompt · hard negative
“Multi-cloud complexity: Avoid native-only tools.” Kimi K2 · negative prompt · hard negative
“If you run a multi-cloud environment... using the native cloud provider tools is rarely a good idea” Gemini 3.5 Flash · negative prompt · soft negative
“AWS-heavy: Try AWS Security Hub CSPM. It has a 30-day trial and a perpetual free allowance” GPT-6 Luna · budget prompt · first choice
“Best overall for limited budget and AWS: AWS Security Hub CSPM” GPT-5.4 mini · 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.