Trivy vs Kubescape
Zero of fourteen models named Trivy first on the direct prompt; zero named Kubescape. Trivy was named by twelve of the fourteen models and Kubescape by eleven and Trivy carries 44 labels and Kubescape 27, so the shares are not directly comparable.
Named in eight categories this edition.
Named in four 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.
By framing
TrivyFirst choices, of fourteen modelsKubescape
Across every category in the October 2026 Edition, Trivy and Kubescape were named in the same answer sixty-one times, of the 224 answers naming Trivy and the 76 naming Kubescape. In those answers Kubescape took the first choice ten times and Trivy twenty-two.
Every model, every framing
| 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 | | | | | |
Trivy Kubescape first choice named as an alternative argued againstblank: not namedEach cell is one answer, Trivy on the left and Kubescape on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Trivy0%#10 of 10Kubescape0%#– of 10What the models said about Trivy
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
“One caution: Trivy remains a capable scanner, but its project disclosed supply-chain compromises” GPT-6 Luna · budget prompt · soft negative
“Start with the open-source stack: Trivy for image scanning, Harbor for the registry, Kubescape for posture, Falco for runtime, and Cosign for signing.” GLM 4.7 FlashX · budget prompt · first choice
“If you have no budget for software licenses but have engineering time, this is the gold standard... best open-source scanner available right now.” Qwen 3.7 Flash · budget prompt · first choice
“Highly recommended for its open-source, free-to-use vulnerability scanner... making it a strong choice for budget-conscious teams.” Mistral Small · budget prompt · first choice
What the models said about Kubescape
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
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.