Container and Kubernetes security · November 2026 Edition
Kubescape vs Aqua Security
Zero of fourteen models named Kubescape first on the direct prompt; one named Aqua Security. Kubescape was named by ten of the fourteen models and Aqua Security by fourteen and Kubescape carries 18 labels and Aqua Security 49, so the shares are not directly comparable.
Named in three categories this edition.
Named in six categories this edition.
First-choice share15%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#8A position in a field of 14; printed, not drawn.
Labels1849A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Kubescape 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 Kubescape · Trivy vs Aqua Security · Falco vs Kubescape
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.
KubescapeFirst choices, of fourteen modelsAqua Security
Direct011 against Aqua Security
Paraphrase801 against Aqua Security
Comparative02
Budget-constrained304 against Aqua Security
Scale-constrained01
Negative004 against Aqua Security
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 Kubescape and Aqua Security 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 | | | | |
Kubescape Aqua Security first choice named as an alternative argued againstblank: not namedEach cell is one answer, Kubescape on the left and Aqua Security on the right.The direct prompt
The plain question, one answer per model, grouped by where Kubescape and Aqua Security stood in it.
Aqua Security first, Kubescape not the choice
1 of 14 modelsKubescape was named in the answer but not as the choice, or not at all.Muse Glimmer 30BAqua Security, Sysdig Secure alternatives: Microsoft Defender for Containers
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.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
Grok 4.20Wiz alternatives: Aqua Security, Sysdig Secure
DeepSeek V4 FlashSysdig Secure alternatives: Aqua Security
Qwen 3.7 FlashAikido Security, Snyk Container alternatives: Aqua Security, Mend.io, Sysdig Secure
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarAikido Security alternatives: Snyk Container, Sysdig Secure
Mistral SmallUpwind alternatives: Datadog Cloud Security Management, Sysdig Secure, Wiz
Llama 4 MaverickTrivy alternatives: Falco, 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
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
Kubescape leads by thirteen points.
Kubescape13%#3 of 14Aqua Security0%#13 of 14Mid-marketThe figures above
Kubescape leads by twelve points.
Kubescape15%#3 of 14Aqua Security3%#8 of 14Enterprise
The order flips: Aqua Security leads at enterprise.
Aqua Security14%#4 of 12Kubescape0%#– of 12What 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
What the models said about Aqua Security
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid starting with Prisma Cloud, Aqua, or Sysdig” Perplexity Sonar · budget prompt · hard negative
“Aqua is a pioneer in container security, covering every layer from developer CI/CD scanning ... to real-time runtime prevention using eBPF sensors.” Gemini 3.5 Flash · comparative prompt · first choice
“two container-first platforms that are repeatedly called out as the best-fit size for mid-market: Aqua Security” Muse Glimmer 30B · direct prompt · first choice
“I'd short-list Sysdig and Aqua if you run significant K8s and need runtime protection” DeepSeek V4 Flash · scale prompt · first choice
Also compared
Trivy vs KubescapeTrivy vs Aqua SecurityFalco vs KubescapeFalco vs Aqua SecurityKubescape vs Sysdig SecureKubescape vs WizKubescape vs Aikido SecurityKubescape vs Snyk ContainerSysdig Secure vs Aqua SecurityWiz vs Aqua SecurityAikido Security vs Aqua SecuritySnyk Container 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.