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

Gane Index, November 2026 Edition. Named in 34 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/red-hat-openshift

## 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% | 10 | 26% | 34 |

## What the models said for it

- "OpenShift — best for regulated industries and compliance-heavy enterprises, but ~$10K–13K per 2-core/year licensing" (DeepSeek V4 Flash, Managed Kubernetes)
- "Choose OpenShift if you want Kubernetes plus a fuller enterprise platform with stronger opinionation" (GPT-5.4 mini, Managed Kubernetes)
- "Red Hat OpenShift – Enterprise-grade platform focused on compliance, security, and hybrid deployments." (Muse Glimmer 30B, Managed Kubernetes)
- "The Enterprise Standard: Red Hat OpenShift ... Cons: Expensive licensing model. High complexity" (Qwen 3.7 Flash, Managed Kubernetes)

## And against it

- "Powerful for enterprises but overkill and opinionated for many... vendor lock-in is significant." (Grok 4.20, Managed Kubernetes)
- "its opinionated architecture and subscription model can create high cost and migration friction" (Perplexity Sonar, Managed Kubernetes)
- "OpenShift is also worth careful evaluation due to its complexity and vendor-specific features." (Mistral Small, Managed Kubernetes)
- "not strictly managed Kubernetes offerings, but rather platforms built on top of Kubernetes" (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 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 1 | 3 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 3 | 0 | 1 | 4 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 1 | 4 |
| Kimi K2 | 0 | 2 | 1 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Red Hat OpenShift, from 89 of the 103 answers that named it (only the models that return a source list).

### Domains cited

- controlplane.com: 40
- mirantis.com: 35
- ciopages.com: 32
- qovery.com: 31
- northflank.com: 27
- spot.rackspace.com: 26
- platform9.com: 25
- infoworld.com: 23
- portainer.io: 23
- theaiops.com: 23

### Pages cited

- https://ciopages.com/buyer-guides/kubernetes-platforms: 32
- https://controlplane.com/blog/post/best-kubernetes-management-platforms: 29
- https://mirantis.com/blog/best-managed-kubernetes-providers-in-2025: 28
- https://spot.rackspace.com/blog/kubernetes-managed-services: 25
- https://theaiops.com/top-10-kubernetes-management-platforms-features-pros-cons-comparison: 22
- https://infoworld.com/article/3851762/14-alternative-managed-kubernetes-platforms.html: 21
- https://rafay.co/articles/best-managed-kubernetes-solutions: 19
- https://portainer.io/blog/kubernetes-managed-services: 16

## In its own words

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

- Positioning: Build, modernize, and deploy apps at scale. (https://redhat.com/)
- Customers named: MUFG 联合银行, CA Technologies

## What it publishes

Every page redhat.com exposes, read 2026-09-29: 13605 addresses. By kind, pages and the last 90 days:

- blog: 1265 pages, 10 in the last 90 days, latest 2026-09-25
- case study: 13 pages, 0 in the last 90 days, latest 2021-06-30
- webinar or virtual event: 29 pages, 0 in the last 90 days, latest 2020-09-28
- conference or event: 113 pages, 0 in the last 90 days, latest 2021-06-07
- report or ebook: 6 pages, 0 in the last 90 days, latest 2021-05-20
- comparison: 8 pages, 0 in the last 90 days, latest 2018-05-21
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- podcast or video: 4 pages, 0 in the last 90 days, latest 2025-06-05
- news or press: 1934 pages, 1 in the last 90 days, latest 2026-07-08
- Recent: 2026-09-25 blog: Securing ai agents requires securing systems around them https://www.redhat.com/en/blog/securing-ai-agents-requires-securing-systems-around-them
- Recent: 2026-09-24 blog: Why red hat is building secure agent onboarding https://www.redhat.com/en/blog/why-red-hat-is-building-secure-agent-onboarding
- Recent: 2026-09-23 blog: Friday five september 25 2026 red hat https://www.redhat.com/en/blog/friday-five-september-25-2026-red-hat
- Recent: 2026-09-21 blog: Red hat enterprise linux 10 stig automation now matches disa stig v1r2 https://www.redhat.com/en/blog/red-hat-enterprise-linux-10-stig-automation-now-matches-disa-stig-v1r2
- Recent: 2026-09-15 blog: How manage aircraft leases ai agents https://www.redhat.com/en/blog/how-manage-aircraft-leases-ai-agents
- Recent: 2026-09-11 blog: Autorag pipeline optimization red hat openshift ai https://www.redhat.com/en/blog/autorag-pipeline-optimization-red-hat-openshift-ai

## 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.