| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Container and Kubernetes security | Cloud and infrastructure | 15% | 4 of 77 | 0% | 27 | accepted challenger | ▲+4Since September 2026: 10% → 14%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Cloud-native application protection | Cloud and infrastructure | 0% | 28 of 70 | 0% | 2 | under 10 labels · led by Wiz at 37% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Cloud security posture management | Cloud and infrastructure | 0% | 38 of 80 | 0% | 1 | under 10 labels · led by Wiz at 37% | newNew since September 2026: not ranked then, 0% now. |
| Vulnerability management platforms | Security operations | 0% | 52 of 77 | 0% | 1 | under 10 labels · led by Rapid7 InsightVM at 30% | newNew since September 2026: not ranked then, 0% now. |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Container security | 10% | 14% | ▲+4Since September 2026: 10% → 14%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 5 → 4 of 77 |
| CNAPP | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 42 → 28 of 70 |
| CSPM | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 38 of 80, unchanged |
| Vuln management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 52 of 77, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 0 | 1 | 0 | 2 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 2 | 2 | 0 | 4 |
| Grok 4.20 | 2 | 1 | 0 | 0 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 1 | 1 | 1 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 2 | 0 | 4 |
| GPT-6 Luna | 2 | 0 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 3 | 1 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“I'd recommend starting with Kubescape (now part of ARMO Platform), paired with Falco for runtime detection” Grok 4.20 · Container security · 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 · Container security · paraphrase prompt · first choice
“My default pick: Kubescape, using its CLI in CI and Operator for continuous cluster monitoring.” GPT-6 Luna · Container security · paraphrase prompt · first choice
“Start with Kubescape + Falco (Free/Open Source), then evaluate paid upgrades” Kimi K2 · Container security · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 75 of the 76 answers that named Kubescape and are not a share of its labels.
326 of the 326 domain citations in answers naming Kubescape came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 28 | 2 | 2026-07-24 | ||
| Report or ebook | 5 | undated | |||
| Comparison | 1 | undated |
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.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Kubescape's own pages state, read September 28, 2026: kubescape.io, kubescape.io/docs/integrations. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Kubescape's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Kubescape, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Kubescape by email, built from the raw record of the edition. It shows: