One of fourteen models named Trivy first on the direct prompt; four named Aikido Security. Trivy was named by fourteen of the fourteen models and Aikido Security by nine and Trivy carries 51 labels and Aikido Security 11, so the shares are not directly comparable.
Named in nine categories this edition.
Named in ten 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 container and kubernetes security page.
Across every category in the November 2026 Edition, Trivy and Aikido Security were named in the same answer forty-nine times, of the 284 answers naming Trivy and the 326 naming Aikido Security. In those answers Aikido Security took the first choice eleven times and Trivy eighteen.
| 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. One of one in this category shown.
“The platform is used by over 50,000 organizations, with the sweet spot being startups and mid-market DevOps teams that want consolidated vulnerability management” Claude Haiku 4.5 · 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.