Container and Kubernetes security · November 2026 Edition
Trivy vs Kubescape
One of fourteen models named Trivy first on the direct prompt; zero named Kubescape. Trivy was named by fourteen of the fourteen models and Kubescape by ten and Trivy carries 51 labels and Kubescape 18, so the shares are not directly comparable.
Named in nine categories this edition.
Named in three categories this edition.
First-choice share24%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 14; printed, not drawn.
Labels5118A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Trivy reading right to left. Rank and label count are printed, not drawn.Sysdig Secure was named alongside these two in fourteen of the fourteen direct answers. Trivy vs Falco · Trivy vs Sysdig Secure · Trivy vs Wiz
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
TrivyFirst choices, of fourteen modelsKubescape
Direct102 against Trivy
Paraphrase58
Comparative00
Budget-constrained113
Scale-constrained001 against Trivy
Negative007 against Trivy
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Trivy and Kubescape stood in it.
| 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 | | | |
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
The plain question, one answer per model, grouped by where Trivy and Kubescape stood in it.
Trivy first, Kubescape not the choice
1 of 14 modelsKubescape was named in the answer but not as the choice, or not at all.Llama 4 MaverickTrivy alternatives: Falco, Mend.io, Sysdig Secure
Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Aikido Security alternatives: Aqua Security, Sysdig Secure
GPT-5.4 miniSysdig Secure alternatives: Aqua Security, Wiz
Gemini 3.5 FlashWiz alternatives: Aqua Security, CrowdStrike Falcon Cloud Security, Datadog Cloud Security, Sysdig Secure
Perplexity SonarAikido Security alternatives: Snyk Container, Sysdig Secure
Grok 4.20Wiz alternatives: Aqua Security, Sysdig Secure
Mistral SmallUpwind alternatives: Datadog Cloud Security Management, Sysdig Secure, Wiz
DeepSeek V4 FlashSysdig Secure alternatives: Aqua Security
Qwen 3.7 FlashAikido Security, Snyk Container alternatives: Aqua Security, Mend.io, Sysdig Secure
Kimi K2Aikido Security alternatives: Microsoft Defender for Containers, Sysdig Secure, Wiz
GLM 4.7 FlashXMend.io alternatives: Snyk Container, Sysdig Secure, Wiz
MiniMax M2.5Mend.io alternatives: Aikido Security, Sysdig Secure, Wiz
GPT-6 LunaSysdig Secure alternatives: Microsoft Defender for Containers, Wiz
Muse Glimmer 30BAqua Security, Sysdig Secure alternatives: Microsoft Defender for Containers
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Trivy leads by twenty-five points.
Trivy38%#1 of 14Kubescape13%#3 of 14Mid-marketThe figures above
Enterprise
Level: the same share of first choices.
Trivy0%#12 of 12Kubescape0%#– of 12What the models said about Trivy
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid for most mid-market cases: Pure open-source like Trivy alone (great scanner but lacks platform features)” Grok 4.20 · direct prompt · hard negative
“Tools such as Trivy, Grype, and Snyk Container are useful for image and dependency findings, but they do not by themselves detect runtime attacks” Perplexity Sonar · negative prompt · soft negative
“Snyk or Trivy (with add-ons): 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
“Choose Open Source (Trivy/Falco) if you have DevOps engineers who enjoy building internal tooling and want zero vendor lock-in.” Qwen 3.7 Flash · budget prompt · first choice
“Trivy plus Falco covers scanning and runtime at zero licence cost... best for cost-conscious teams that own their pipelines” Claude Haiku 4.5 · 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.
“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
Also compared
Trivy vs FalcoTrivy vs Sysdig SecureTrivy vs WizTrivy vs Aikido SecurityTrivy vs Snyk ContainerTrivy vs Aqua SecurityFalco vs KubescapeKubescape vs Sysdig SecureKubescape vs WizKubescape vs Aikido SecurityKubescape vs Snyk ContainerKubescape vs Aqua SecurityAll twenty-eight head-to-head pages and the full container security standing
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.