Zero of fourteen models named FortiCNAPP first on the direct prompt; zero named Prisma Cloud. FortiCNAPP was named by eleven of the fourteen models and Prisma Cloud by thirteen and FortiCNAPP carries 22 labels and Prisma Cloud 32, so the shares are not directly comparable.
Named in one category 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-native application protection page.
| Model | DirectFO | ParaphraseFO | ComparativeFO | Budget-constrainedFO | Scale-constrainedFO | NegativeFO |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | FO | |||||
| Gemini 3.5 Flash | FO | |||||
| Perplexity Sonar | ||||||
| Grok 4.20 | FO | FO | FO | FO | ||
| Mistral Small | FO | |||||
| DeepSeek V4 Flash | FO | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | FO | |||||
| Kimi K2 | FO | FO | 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Avoid tools that require manual agent installation for basic visibility (like legacy enterprise platforms, e.g., Palo Alto Prisma Cloud)” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Palo Alto Prisma Cloud or Aquasecurity Aqua are top choices due to their balance of features, scalability, and ease of use” Mistral Small · 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.