Index › IT › Products › Kubescape · November 2026 Edition
3 categories · Ranked

Kubescape

Kubescape is an open-source Kubernetes security platform and a Cloud Native Computing Foundation (CNCF) incubating project · kubescape.io ↗

#3Best rank (mid-market)
13/14Models named it
19First choices
1Warnings
November 2026 Edition · all company sizes counted.
Ranked inContainer and Kubernetes security #3 mid-marketCloud-native application protection #24Cloud security posture management #33
What AI models recommend in container security

Strongest at mid-market. Thin evidence at enterprise: six labels.

The standing depends on who is buying. Every model is asked the same questions for each company size.

Why models recommend it

“Kubescape, a CNCF incubating project, is the leading open-source Kubernetes Security Posture Management (KSPM) tool”Claude Haiku 4.5 · Paraphrase question · first choice
“Trivy + Kubescape + Falco (all free, open-source) is the best container security "platform."”DeepSeek V4 Flash · Budget-constrained question · first choice
“For a Kubernetes-based company with a tight budget, I'd start with Kubescape.”GPT-6 Luna · Budget-constrained question · first choice
“My Top Recommendation: Trivy + Falco + Kubescape (Open Source Stack)”Kimi K2 · Paraphrase question · first choice

What gives them pause

No model argued against it.

Also on the shortlist

The products named in the same answers as Kubescape, over the 57 answers that named it, and how often each was the first choice instead.

What the models named instead of Kubescape →

A side-by-side page exists where both products are among a category's top eight.

At a glance

Stated on Kubescape's own site, not checked by Gane.

For
engineers and operators
Visit kubescape.io ↗

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Kubescape came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 55 of the 57 answers that named Kubescape and are not a share of its labels.

Domains cited

gbhackers.com32
cyberpress.org28
github.com25
safeguard.sh20
portainer.io19
softwareadvice.com19
g2.com15
mirantis.com13
chainguard.dev12
softwareadvice.co.uk12

195 of the 195 domain citations in answers naming Kubescape came from a third party's page.

Pages cited

Pages are listed as the models cited them.

By model

How each model answered on Kubescape across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
ModelFirst choiceAlternativeMentionWarningLabels
Claude Haiku 4.510001
GPT-5.4 mini00000
Gemini 3.5 Flash03104
Perplexity Sonar11002
Grok 4.2011002
Mistral Small00101
DeepSeek V4 Flash20002
Llama 4 Maverick00000
Qwen 3.7 Flash10001
Kimi K220002
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna21003
Muse Glimmer 30B13004

What it publishes

Addresses on kubescape.io
352
subdomains included
Content
34
counted in the table below
Documentation
303
Product · Integration
0 · 0
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Blog2822026-07-24
Report or ebook5undated
Comparison1undated

Most recent

How it is countedHide how it is counted

Every page kubescape.io exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read September 29, 2026.