1 category · RankedTIBCO Data Virtualization
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data virtualization | Data platform | 2% | 8 of 99 | 35% | 34 | criticized challenger |
Movement
By model
How each model treated TIBCO 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 | 2 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 2 | 3 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 1 | 1 | 3 | 5 |
| Mistral Small | 1 | 0 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 3 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 1 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 0 | 1 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Choose Starburst if you are building a modern data stack centered around cloud object storage (S3/ADLS) and need fast SQL queries over massive datasets.” Qwen 3.7 Flash · Data virtualization · comparative prompt · first choice
“Informatica and TIBCO are top choices due to their scalability and integration capabilities” Mistral Small · Data virtualization · direct prompt · first choice
“Consider IBM Cloud Pak for Data or TIBCO Data Virtualization if your existing stack already leans toward those ecosystems” Perplexity Sonar · Data virtualization · direct prompt · alternative
“is a credible alternative if your priority is a more traditional enterprise virtualization stack” GPT-5.4 mini · Data virtualization · direct 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.
“one data science professional described their experience with a TIBCO-based platform as "so slow and shitty"” DeepSeek V4 Flash · Data virtualization · negative prompt · hard negative
“Highly proprietary enterprise suites like Denodo and TIBCO Data Virtualization ... tend to come with premium pricing, operational complexity, and a risk of lock-in” GPT-5.4 mini · Data virtualization · negative prompt · soft negative
“Older versions of platforms from Tibco, Cisco Data Virtualization, and legacy IBM offerings that haven't been updated for modern cloud workloads.” Kimi K2 · Data virtualization · negative prompt · soft negative
“Reviewers note that the cost of running the platform efficiently is high, and it is considered expensive for small-scale industry.” Muse Glimmer 30B · Data virtualization · negative prompt · soft negative
Named alongside
The products named in the same answers as TIBCO Data Virtualization, over the 96 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and TIBCO 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 93 of the 96 answers that named TIBCO Data Virtualization and are not a share of its labels.
Domains cited
378 of the 378 domain citations in answers naming TIBCO Data Virtualization came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
tibco.com is not in Google's top ten for any of the category's searches. In the answers, TIBCO Data Virtualization takes 2% of first choices and Denodo takes 28%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 70 a month (“tibco data virtualization”)
- AI search demand for its name, est.
- 3 a month
- Organic visits to its site
- about 48,161 a month
- Searches its site ranks for
- 12,527 · 629 in the top three
- Sites linking to it
- 12,878
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 3 across its categories
- Named in
- 96 answers
- Its own site cited
- in 93 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 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 |
|---|---|---|---|---|---|
| Glossary or explainer | 137 | undated | |||
| Report or ebook | 9 | undated | |||
| Comparison | 9 | undated | |||
| Conference or event | 3 | undated | |||
| Template or tool | 3 | undated | |||
| Webinar or virtual event | 2 | undated |
How it is countedHide how it is counted
Every page tibco.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. 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 TIBCO Data Virtualization
Follow TIBCO 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
TIBCO Data Virtualization is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Customers named
- Sydney WaterAeroporti di RomaNASAABN AmroUniversity of Chicago MedicineSara AssicurazioniRoyal Caribbean
- Not stated on the pages read
- Positioning, who it is for, price, starting price, free plan or trial, integrations, certifications, hosting
What TIBCO Data Virtualization's own pages state, read October 5, 2026: tibco.com. 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 TIBCO 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 TIBCO 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 TIBCO Data Virtualization by email, built from the raw record of the edition. It shows:
- where TIBCO 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 TIBCO 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.