Zero of fourteen models named Trivy first on the direct prompt; one named Snyk Container. Trivy was named by twelve of the fourteen models and Snyk Container by fourteen and both carry 44 labels, so the shares below are directly comparable.
Named in eight 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.
Across every category in the October 2026 Edition, Trivy and Snyk Container were named in the same answer seventy-nine times, of the 224 answers naming Trivy and the 125 naming Snyk Container. In those answers Snyk Container took the first choice eighteen times and Trivy twenty-seven.
| 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. Five of five in this category shown.
“In March 2026 Aqua Security’s Trivy open source vulnerability scanner was compromised in a multi-stage supply chain attack.” Muse Glimmer 30B · negative prompt · soft negative
“One caution: Trivy remains a capable scanner, but its project disclosed supply-chain compromises” GPT-6 Luna · budget prompt · soft negative
“Start with the open-source stack: Trivy for image scanning, Harbor for the registry, Kubescape for posture, Falco for runtime, and Cosign for signing.” GLM 4.7 FlashX · budget prompt · first choice
“If you have no budget for software licenses but have engineering time, this is the gold standard... best open-source scanner available right now.” Qwen 3.7 Flash · budget prompt · first choice
“Highly recommended for its open-source, free-to-use vulnerability scanner... making it a strong choice for budget-conscious teams.” Mistral Small · 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.
“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.