One of fourteen models named Trivy first on the direct prompt; one named Snyk Container. Trivy was named by fourteen of the fourteen models and Snyk Container by thirteen and Trivy carries 51 labels and Snyk Container 35, so the shares are not directly comparable.
Named in nine 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 November 2026 Edition, Trivy and Snyk Container were named in the same answer eighty-nine times, of the 284 answers naming Trivy and the 129 naming Snyk Container. In those answers Snyk Container took the first choice twelve times and Trivy thirty-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 4.20 | ||||||
| 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 six in this category shown.
“Avoid for most mid-market cases: Pure open-source like Trivy alone (great scanner but lacks platform features)” Grok 4.20 · direct prompt · hard negative
“Tools such as Trivy, Grype, and Snyk Container are useful for image and dependency findings, but they do not by themselves detect runtime attacks” Perplexity Sonar · negative prompt · soft negative
“Snyk or Trivy (with add-ons): Developer-friendly for scanning/shift-left, but may need pairing with a runtime tool like Falco for full coverage.” Grok 4.20 · scale prompt · soft negative
“Choose Open Source (Trivy/Falco) if you have DevOps engineers who enjoy building internal tooling and want zero vendor lock-in.” Qwen 3.7 Flash · budget prompt · first choice
“Trivy plus Falco covers scanning and runtime at zero licence cost... best for cost-conscious teams that own their pipelines” Claude Haiku 4.5 · 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.
“Developer-friendly for scanning/shift-left, but may need pairing with a runtime tool like Falco for full coverage.” Grok 4.20 · scale prompt · soft negative
“No runtime protection — it is purely a scan-time tool requiring a separate platform for production security” Kimi K2 · comparative prompt · soft negative
“useful for image and dependency findings, but they do not by themselves detect runtime attacks” Perplexity Sonar · negative prompt · soft negative
“Top Pick: Snyk or Aikido Security ... Widely considered the gold standard for "developer-first" security.” Qwen 3.7 Flash · direct prompt · first choice
“The Most Cost-Effective Commercial Platform: Snyk ... offers the best balance of price and usability” Qwen 3.7 Flash · budget prompt · first choice
“Extremely popular with developers. Best-in-class for CI/CD integration and easy to use” Qwen 3.7 Flash · scale 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.