# Red Hat OpenShift Kubernetes Engine: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/red-hat-openshift-kubernetes-engine

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Managed Kubernetes platforms](https://www.gane.ai/index/it/cloud/managed-kubernetes-platforms/index.md) | 0% | 68 | 100% | 1 |

## And against it

- "has a steep learning curve due to proprietary abstractions over vanilla Kubernetes, runs older Kubernetes versions missing upstream features" (Claude Haiku 4.5, Managed Kubernetes)

## 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 | 0 | 0 |
| 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 | 0 | 0 |
| 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 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Red Hat OpenShift Kubernetes Engine, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- agilesoftlabs.com: 1
- arxiv.org: 1
- cloudnativenow.com: 1
- cncf.io: 1
- devtron.ai: 1
- github.com: 1
- gremlin.com: 1
- kodekloud.com: 1
- kubernetes.io: 1
- kubezilla.io: 1

### Pages cited

- https://agilesoftlabs.com/blog/2025/12/enterprise-kubernetes-decisions: 1
- https://arxiv.org/pdf/2210.08006: 1
- https://arxiv.org/pdf/2211.07032: 1
- https://arxiv.org/pdf/2310.00677: 1
- https://arxiv.org/pdf/2507.16109: 1
- https://cloudnativenow.com/contributed-content/ten-common-kubernetes-misconfigurations-that-cause-outages-and-what-you-can-do-about-it: 1
- https://cloudnativenow.com/contributed-content/why-kubernetes-reliability-is-now-a-machine-speed-problem: 1
- https://cncf.io/blog/2025/11/18/top-5-hard-earned-lessons-from-the-experts-on-managing-kubernetes: 1

## 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.