Zero of fourteen models named Kubescape first on the direct prompt; two named Aqua Security. Kubescape was named by eleven of the fourteen models and Aqua Security by fourteen and Kubescape carries 27 labels and Aqua Security 59, so the shares are not directly comparable.
Named in four categories this edition.
Named in five 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 October 2026 Edition, Kubescape and Aqua Security were named in the same answer fifty-two times, of the 76 answers naming Kubescape and the 226 naming Aqua Security. In those answers Aqua Security took the first choice five times and Kubescape 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 4.1 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. 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
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.