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

Gane Index, November 2026 Edition. Named in 3 judge labels across 3 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/red-hat

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Enterprise AI assistants](https://www.gane.ai/index/it/it-data/enterprise-ai-assistants/index.md) | 0% | 85 | 0% | 1 |
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 109 | 0% | 1 |
| [Server virtualization platforms](https://www.gane.ai/index/it/cloud/server-virtualization-platforms/index.md) | 0% | 35 | 0% | 1 |

## What the models said for it

- "enterprise platforms from vendors like NVIDIA, Red Hat, or SUSE" (Grok 4.20, Enterprise AI)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Red Hat, from 7 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- aembit.io: 2
- ciopages.com: 2
- idsync.com: 2
- marketintelo.com: 2
- marketsandmarkets.com: 2
- research.isg-one.com: 2
- securityboulevard.com: 2
- accuroai.co: 1
- akeyless.io: 1
- apollotechnical.com: 1

### Pages cited

- https://marketsandmarkets.com/ResearchInsight/non-human-identity-nhi-access-management-companies.asp: 2
- https://research.isg-one.com/buyers-guide/information-technology/cybersecurity/non-human-identities-platforms/2026: 2
- https://securityboulevard.com/2026/06/top-non-human-identity-nhi-management-tools-for-2026: 2
- https://accuroai.co/blog/nhi-vendor-landscape-2026: 1
- https://aembit.io/: 1
- https://aembit.io/blog/the-top-7-pam-vendors-and-alternatives-in-2026: 1
- https://aembit.io/faq: 1
- https://aembit.io/vendor/aembit-vs-astrix-security: 1

## In its own words

What Red Hat's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: the world’s leading provider of enterprise open source solutions (https://redhat.com/)
- For: Enterprises around the world (https://redhat.com/)
- Free plan or trial: Start a trial; Red Hat Learning Subscription trial (No cost) (https://redhat.com/)
- Certifications: GDPR, EU-US DPF
- Customers named: Turkish Airlines, Emirates NBD, TD, Panasonic Connect, Ulta Beauty, Siemens, U.S. Department Of Defense, U.S. Navy

## 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.