# Kubernetes Secrets: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/it/vendors/kubernetes-secrets

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Secrets management](https://www.gane.ai/index/it/identity/secrets-management/index.md) | 0% | 61 | 100% | 5 |

## And against it

- "Kubernetes Secrets is a tool that should be used with caution or avoided due to its security limitations and management complexities" (Llama 4 Maverick, Secrets)
- "Kubernetes Secrets used without hardening: do not treat default Kubernetes Secrets as a sufficient vault." (Perplexity Sonar, Secrets)
- "No, Kubernetes Secrets are not secure by default because they are only Base64-encoded, not encrypted." (Muse Glimmer 30B, Secrets)
- "Kubernetes Secrets lack encryption at rest by default, with secrets stored in plaintext" (Claude Haiku 4.5, Secrets)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Kubernetes Secrets, from 9 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- cheatsheetseries.owasp.org: 4
- github.com: 4
- akeyless.io: 3
- ibm.com: 3
- learn.microsoft.com: 3
- securityboulevard.com: 3
- arxiv.org: 2
- blog.gitguardian.com: 2
- cpl.thalesgroup.com: 2
- developer.hashicorp.com: 2

### Pages cited

- https://cheatsheetseries.owasp.org/cheatsheets/Secrets_Management_Cheat_Sheet.html: 4
- https://ibm.com/think/topics/secrets-management-developers: 3
- https://learn.microsoft.com/en-us/azure/security/fundamentals/secrets-best-practices: 3
- https://blog.gitguardian.com/top-secrets-management-tools: 2
- https://cpl.thalesgroup.com/blog/access-management/enterprise-secrets-management-explained: 2
- https://kubernetes.io/docs/concepts/security/secrets-good-practices: 2
- https://akeyless.io/blog/blog-dotenv: 1
- https://akeyless.io/blog/stop-using-kubernetes-secrets-a-guide-to-better-security-alternatives: 1

## In its own words

What Kubernetes Secrets's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Secret and configuration management (https://kubernetes.io/)

## What it publishes

Every page kubernetes.io exposes, read 2026-09-29: 6593 addresses. By kind, pages and the last 90 days:

- blog: 765 pages, 27 in the last 90 days, latest 2026-09-22
- case study: 112 pages, 0 in the last 90 days, latest undated
- conference or event: 12 pages, 0 in the last 90 days, latest 2023-11-01
- template or tool: 42 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 10 pages, 0 in the last 90 days, latest undated
- podcast or video: 1 pages, 0 in the last 90 days, latest 2018-07-01
- Recent: 2026-09-22 blog: Sig apps spotlight https://kubernetes.io/blog/2026/09/22/sig-apps-spotlight
- Recent: 2026-09-21 blog: Kubernetes v1 37 pvc last used time https://kubernetes.io/blog/2026/09/21/kubernetes-v1-37-pvc-last-used-time
- Recent: 2026-09-16 blog: Kubernetes v1 37 hardening container storage https://kubernetes.io/blog/2026/09/16/kubernetes-v1-37-hardening-container-storage
- Recent: 2026-09-15 blog: Kubernetes v1 37 pod level resource managers beta https://kubernetes.io/blog/2026/09/15/kubernetes-v1-37-pod-level-resource-managers-beta
- Recent: 2026-09-14 blog: Csi changed block tracking beta https://kubernetes.io/blog/2026/09/14/csi-changed-block-tracking-beta
- Recent: 2026-09-14 blog: Kubernetes v1 37 memory qos graduates to beta https://kubernetes.io/blog/2026/09/14/kubernetes-v1-37-memory-qos-graduates-to-beta

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.