Five of fourteen models named Wiz first on the direct prompt; one named Snyk Container. Wiz was named by thirteen of the fourteen models and Snyk Container by fourteen and Wiz carries 35 labels and Snyk Container 44, so the shares are not directly comparable.
Named in sixteen 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 container and kubernetes security 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Less focus on runtime protection and Kubernetes posture; more of a scanning/shift-left tool than a full lifecycle security platform” DeepSeek V4 Flash · comparative prompt · soft negative
“a governance/trust signal for teams that are sensitive to how a vendor handles public research” Muse Glimmer 30B · negative prompt · soft negative
“as a *container security platform* it's a compromise ... Snyk is not the right primary tool.” DeepSeek V4 Flash · negative prompt · soft negative
“Snyk is usually the strongest "best value" starting point for container security” GPT-5.4 mini · budget prompt · first choice
“Snyk: Developer-first; excels in CI/CD, fix guidance. Great for mid-market.” Grok 4.1 Fast · scale prompt · first choice
“Choose Snyk if your bottleneck is developers introducing vulnerable code.” Qwen 3.7 Flash · direct 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.