Two of fourteen models named Aqua Security first on the direct prompt; one named Snyk Container. Both were named by all fourteen models and Aqua Security carries 59 labels and Snyk Container 44, so the shares are not directly comparable.
Named in five 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, Aqua Security and Snyk Container were named in the same answer 105 times, of the 226 answers naming Aqua Security and the 125 naming Snyk Container. In those answers Snyk Container took the first choice twenty-two times and Aqua Security thirteen.
| 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
“Complex initial setup — deployment can be challenging... High pricing — can become expensive at scale” Kimi K2 · negative prompt · soft negative
“Full lifecycle CNAPP for containers. "Aqua Security secures containerized applications across the full lifecycle, from CI/CD pipeline through production runtime."” Muse Glimmer 30B · comparative prompt · first choice
“I would recommend Sysdig or Aqua Security as your Kubernetes security tool” Mistral Small · paraphrase prompt · first choice
“I'd recommend Aqua Security as your primary Kubernetes security platform” GLM 4.7 FlashX · 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.