# Red Hat JBoss Data Virtualization: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 9 judge labels across 1 categories by 6 of 14 models. Page: https://it-ai-index.com/vendors/red-hat-jboss-data-virtualization/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 0% | 19 | 11% | 9 |

## What the models said for it

- "It offers no per-user licensing fees, making it a very cost-effective choice for large developer teams" (Claude Haiku 4.5, Data virtualization)
- "Best Use Case: Companies with existing Red Hat ecosystems and skilled in-house development teams." (GLM 4.7 FlashX, Data virtualization)
- "Red Hat JBoss is a strong open-source alternative if budget is a concern." (Mistral Small, Data virtualization)
- "Open-source, cost-effective, and flexible for custom environments." (Mistral Small, Data virtualization)

## And against it

- "Avoid legacy and inactive products like Teiid/JBoss or Oracle ODSI." (Gemini 3.5 Flash, Data virtualization)

## In its own words

What Red Hat JBoss Data Virtualization's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Customers named: U.S. Department Of Defense, U.S. Navy, MUFG 联合银行, CA Technologies, Brightly Software, Porsche Informatik

## 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.