Zero of fourteen models named Kubescape first on the direct prompt; one named Snyk Container. Kubescape was named by eleven of the fourteen models and Snyk Container by fourteen and Kubescape carries 27 labels and Snyk Container 44, so the shares are not directly comparable.
Named in four 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, Kubescape and Snyk Container were named in the same answer thirty times, of the 76 answers naming Kubescape and the 125 naming Snyk Container. In those answers Snyk Container took the first choice six times and Kubescape four.
| 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. Three of four in this category shown.
“I'd recommend starting with Kubescape (now part of ARMO Platform), paired with Falco for runtime detection” Grok 4.1 Fast · paraphrase prompt · first choice
“use the open-source floor with Kubescape for posture, Calico for network policy, and Falco for runtime” Claude Haiku 4.5 · paraphrase prompt · first choice
“My default pick: Kubescape, using its CLI in CI and Operator for continuous cluster monitoring.” GPT-6 Luna · paraphrase 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.