Zero of fourteen models named Kubescape first on the direct prompt; one named Snyk Container. Kubescape was named by ten of the fourteen models and Snyk Container by thirteen and Kubescape carries 18 labels and Snyk Container 35, so the shares are not directly comparable.
Named in three 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, Kubescape and Snyk Container were named in the same answer twenty-six times, of the 57 answers naming Kubescape and the 129 naming Snyk Container. In those answers Snyk Container took the first choice five times and Kubescape three.
| 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. Three of four in this category shown.
“Kubescape, a CNCF incubating project, is the leading open-source Kubernetes Security Posture Management (KSPM) tool” Claude Haiku 4.5 · paraphrase prompt · first choice
“Trivy + Kubescape + Falco (all free, open-source) is the best container security "platform."” DeepSeek V4 Flash · budget prompt · first choice
“For a Kubernetes-based company with a tight budget, I'd start with Kubescape.” GPT-6 Luna · 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.