Ten of fourteen models named Wiz first on the direct prompt; zero named FortiCNAPP. Wiz was named by fourteen of the fourteen models and FortiCNAPP by eleven and Wiz carries 62 labels and FortiCNAPP 22, so the shares are not directly comparable.
Named in seventeen 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 | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | FO | |||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| 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. Four of four in this category shown.
“What to Avoid on a Budget - Wiz — Industry leader but pricing is typically enterprise-scale and can get expensive” DeepSeek V4 Flash · budget prompt · hard negative
“Wiz transformed the market by pioneering agentless scanning paired with a visual Security Graph... Want fastest time-to-value, zero deployment friction, and best risk visualization | Wiz or Orca” Gemini 3.5 Flash · comparative prompt · first choice
“Often praised for rapid growth and agentless scanning. Strong in visibility, risk prioritization, and multi-cloud support. Frequently a Customers’ Choice winner.” Grok 4.20 · comparative prompt · first choice
“Wiz is considered the best overall CNAPP platform for its agentless cloud visibility, security graph risk context, and fast cloud risk assessment” Llama 4 Maverick · paraphrase 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.