1 category · Named, not rankedRed Hat JBoss Data Virtualization
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data virtualization | Data platform | 0% | 19 of 99 | 11% | 9 | under 10 labels · led by Denodo at 28% |
Movement
By model
How each model treated Red Hat JBoss Data Virtualization across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| 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 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“It offers no per-user licensing fees, making it a very cost-effective choice for large developer teams” Claude Haiku 4.5 · Data virtualization · comparative prompt · alternative
“Best Use Case: Companies with existing Red Hat ecosystems and skilled in-house development teams.” GLM 4.7 FlashX · Data virtualization · budget prompt · alternative
“Red Hat JBoss is a strong open-source alternative if budget is a concern.” Mistral Small · Data virtualization · direct prompt · alternative
“Open-source, cost-effective, and flexible for custom environments.” Mistral Small · Data virtualization · comparative prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid legacy and inactive products like Teiid/JBoss or Oracle ODSI.” Gemini 3.5 Flash · Data virtualization · negative prompt · hard negative
Named alongside
The products named in the same answers as Red Hat JBoss Data Virtualization, over the 21 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Red Hat JBoss Data Virtualization was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 21 of the 21 answers that named Red Hat JBoss Data Virtualization and are not a share of its labels.
Domains cited
103 of the 103 domain citations in answers naming Red Hat JBoss Data Virtualization came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
redhat.com is not in Google's top ten for any of the category's searches. In the answers, Red Hat JBoss Data Virtualization takes 0% of first choices and Denodo takes 28%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 10 a month (“red hat jboss data virtualization”)
- AI search demand for its name, est.
- 0 a month
- Organic visits to its site
- about 1,347,338 a month
- Searches its site ranks for
- 147,391 · 16,512 in the top three
- Sites linking to it
- 105,781
- Paid Google search
- 5 searches its ads show for, about 20 clicks and $281 a month (estimate)
In answers
This edition- First choices
- 0 across its categories
- Named in
- 21 answers
- Its own site cited
- in 21 of the answers that named it
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| News or press | 1,934 | 1 | 2026-07-08 | API management, Object storage | |
| Blog | 1,265 | 10 | 2026-09-25 | API management, Object storage | |
| Conference or event | 113 | 0 | 2021-06-07 | ||
| Webinar or virtual event | 29 | 0 | 2020-09-28 | ||
| Case study | 13 | 0 | 2021-06-30 | ||
| Comparison | 8 | 0 | 2018-05-21 | ||
| Report or ebook | 6 | 0 | 2021-05-20 | ||
| Podcast or video | 4 | 0 | 2025-06-05 | ||
| Glossary or explainer | 1 | undated |
Most recent
- 2026-09-25Securing ai agents requires securing systems around them blog
- 2026-09-24Why red hat is building secure agent onboarding blog
- 2026-09-23Friday five september 25 2026 red hat blog
- 2026-09-21Red hat enterprise linux 10 stig automation now matches disa stig v1r2 blog
- 2026-09-15How manage aircraft leases ai agents blog
- 2026-09-11Autorag pipeline optimization red hat openshift ai blog
Events in person
- October 8, 2026Red Hat Summit: Connect 2026 LondonLondon, UK · hosts
- October 27, 2026Unlocking OpenShift Virtualization: A technical deep dive into migrating VMsLondon, UK · hosts
- November 17, 2026Ansible Automation Platform to defend, contain and comply with vulnerability lifecycle managementLondon, UK · hosts
- June 30, 2026You're invited to the Red Hat and AWS Reception | AWS Summit DCCity Tap House · hosted
- May 11, 2026 to May 14, 20262026 年红帽全球峰会Atlanta · took part
- January 28, 2026Observability That Powers Smarter AI DeploymentsExpo hall · spoke
- January 26, 2026 to January 29, 2026Visit Red Hat at Dynatrace Perform 2026Las Vegas, United States · exhibited
As the event pages on redhat.com state them, read September 28, 2026.
How it is countedHide how it is counted
Every page redhat.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Of its titles that name a category, most name API management (11); 0 name the category the models place it in. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Names read as Red Hat JBoss Data Virtualization
Follow Red Hat JBoss Data Virtualization
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
Red Hat JBoss Data Virtualization is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Customers named
- U.S. Department Of DefenseU.S. NavyMUFG 联合银行CA TechnologiesBrightly SoftwarePorsche Informatik
- Not stated on the pages read
- Positioning, who it is for, price, starting price, free plan or trial, integrations, certifications, hosting
What Red Hat JBoss Data Virtualization's own pages state, read October 5, 2026: redhat.com, redhat.com/zh-cn/trust, redhat.com/en/solutions/public-sector/dod-devsecops, redhat.com/zh-cn/customers, redhat.com/zh-cn/partners. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Red Hat JBoss Data Virtualization's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Red Hat JBoss Data Virtualization, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Red Hat JBoss Data Virtualization by email, built from the raw record of the edition. It shows:
- where Red Hat JBoss Data Virtualization is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Red Hat JBoss Data Virtualization, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.