Two of fourteen models named Microsoft Defender for Cloud first on the direct prompt; zero named Tenable Cloud Security. Microsoft Defender for Cloud was named by fourteen of the fourteen models and Tenable Cloud Security by ten and Microsoft Defender for Cloud carries 54 labels and Tenable Cloud Security 13, 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.
| 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. Four of four in this category shown.
“Avoid: Older-generation tools like Prisma Cloud (Palo Alto) or Tenable” Qwen 3.7 Flash · paraphrase prompt · hard negative
“I'd recommend starting with Orca Security or Tenable Cloud Security as they balance strong features with mid-market usability” MiniMax M2.5 · paraphrase prompt · first choice
“Tenable is recommended for teams prioritizing vulnerability management and identity (CIEM) lineage” MiniMax M2.5 · direct prompt · alternative
“The recommended CSPM tools ... are Wiz, CrowdStrike, Tenable, and Uptycs.” Llama 4 Maverick · paraphrase 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.