Zero of fourteen models named Microsoft Defender for Cloud first on the direct prompt; zero named FortiCNAPP. Microsoft Defender for Cloud was named by fourteen of the fourteen models and FortiCNAPP by eleven and Microsoft Defender for Cloud carries 59 labels and FortiCNAPP 22, so the shares are not directly comparable.
Named in fifteen categories this edition.
Named in one category 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-native application protection page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | FO | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | FO | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | FO | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | FO | |||||
| Kimi K2 | FO | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | FO | |||||
| Muse Glimmer 30B | FO |
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. Three of three in this category shown.
“Some AI model recommendations advise avoiding it as a primary CNAPP for heavy multi-cloud enterprises due to limitations in full runtime/workload protection at ultra-large scales” Mistral Small · negative prompt · soft negative
“Standalone CNAPP value is weaker than Wiz or Prisma Cloud... Organizations running primarily on AWS or GCP should not choose Defender as their primary CNAPP.” Claude Haiku 4.5 · negative prompt · soft negative
“I'd suggest starting with Microsoft Defender for Cloud if you're on Azure, or Aikido Security for a more cloud-agnostic approach.” MiniMax M2.5 · budget 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.
“Avoid getting locked into any vendor with recent acquisition turbulence... Lacework/FortiCNAPP being the most prominent cautionary example” DeepSeek V4 Flash · negative prompt · hard negative
“I would avoid FortiCNAPP for a tight budget unless you specifically need its enterprise features.” GPT-5.4 mini · budget prompt · hard negative
“Avoid Wiz, Prisma Cloud, Lacework, and CrowdStrike at the start” Kimi K2 · budget prompt · hard negative
“If you need a free trial to start, SecPod Saner Cloud or Lacework are strong choices.” Mistral Small · budget prompt · first choice
“Strong in behavioral analytics, anomaly detection, and automated threat response. Good for multi-cloud visibility.” Grok 4.20 · comparative prompt · alternative
“Lacework currently has the lowest barrier to entry for paid customers.” Qwen 3.7 Flash · 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.