Every category where a model named Teiid for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Data virtualization	Data platform	2%	9 of 99	12%	8	under 10 labels · led by Denodo at 28%

Movement

This is the first edition on this tier, so no move can be computed for Teiid yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Teiid across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	1	0	0	0	1
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	2	0	0	2
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	1	0	0	1
Kimi K2	0	0	0	0	0
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	2	0	0	2
GPT-6 Luna	0	0	0	0	0
Muse Glimmer 30B	0	0	0	0	0

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct2 labelsNone

Paraphrase1 labelNone

Comparative4 labelsNone

Budget-constrained12 labels5

Scale-constrained1 labelNone

Negative5 labelsNone

First choiceAlternativeMentionNegative25 labels in all, every segment counted; 5 of the 5 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“open-source solutions like Teiid or Accelario are excellent starting points, as they have no licensing costs” Claude Haiku 4.5 · Data virtualization · budget prompt · first choice

“Best for: Java/JVM shops wanting a lightweight virtual database layer - Downside: No commercial support available” Qwen 3.7 Flash · Data virtualization · budget prompt · alternative

“Open-source alternatives like Teiid avoid vendor lock-in but need more dev effort.” Grok 4.1 Fast · Data virtualization · negative prompt · alternative

“Good for cost-conscious companies with strong technical resources” MiniMax M2.5 · 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.

“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 Teiid, over the 25 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Teiid was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Denodo19 of 253Not among the top eight

Dremio17 of 250Not among the top eight

Trino14 of 257Not among the top eight

Starburst Galaxy11 of 252Not among the top eight

TIBCO Data Virtualization11 of 250Not among the top eight

Starburst7 of 252Not among the top eight

CData Connect Cloud6 of 255Not among the top eight

Apache Drill4 of 250Not among the top eight

IBM Data Virtualization4 of 250Not among the top eight

CData Virtuality3 of 252Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Teiid. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 25 of the 25 answers that named Teiid and are not a share of its labels.

Domains cited

airbyte.com20

checkthat.ai20

us.fitgap.com16

g2.com15

thectoclub.com15

dremio.com11

sourceforge.net11

domo.com9

scmgalaxy.com9

worldmetrics.org9

135 of the 135 domain citations in answers naming Teiid came from somebody else's page.

Pages cited

airbyte.com/top-etl-tools-for-sources/data-virtualization-tools20

checkthat.ai/answers/what-are-the-best-data-virtualization-solutions19

thectoclub.com/tools/best-data-virtualization-software15

us.fitgap.com/search/data-virtualization-software/small-business12

g2.com/categories/data-virtualization/small-business10

domo.com/learn/article/best-data-virtualization-platforms9

scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison9

etlclub.net/best-data-virtualization-platforms8

Pages are listed as the models cited them.

Search and answers

teiid.io is not in Google's top ten for any of the category's searches. In the answers, Teiid takes 2% of first choices and Denodo takes 28%.

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In search

Google, US estimates

Position for “data virtualization platform”

–

not in the top ten

Position for “data virtualization platforms”

–

not in the top ten

Searches for its name, Google: 170 a month (“teiid”)
AI search demand for its name, est.: 3 a month
Organic visits to its site: about 73 a month
Searches its site ranks for: 12 · 2 in the top three
Sites linking to it: 236
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on Google

None found in Google's ad transparency records for the US

In answers

This edition

Share of first choices

rank 9 of 99 in data virtualization

Segment leader

28%

Denodo

First choices: 5 across its categories
Named in: 25 answers
Its own site cited: in 25 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

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Addresses on teiid.io

subdomains included

Content

counted in the table below

Documentation

Product · Integration

0 · 0

Kind	Pages	Last 90 days	2025-11 to 2026-10	Latest	Categories named
Blog	49	undated

How it is countedHide how it is counted

Every page teiid.io 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. Read October 5, 2026.

Names read as Teiid

What the judge wrote, as written, with how often. The vendor table decides that these count as Teiid; a claim can dispute any of them.

Red Hat JBoss Data Virtualization / Teiid 1Teiid (Open Source) 1

Follow Teiid

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

Teiid is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Cloud-native data virtualization.
teiid.io
Not stated on the pages read: Who it is for, price, starting price, free plan or trial, integrations, certifications, hosting, customers

What Teiid's own pages state, read October 5, 2026: teiid.io. A claimed page can correct any of them.

Is this your product?

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 Teiid'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 Teiid, 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 Teiid by email, built from the raw record of the edition. It shows:

where Teiid 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 Teiid, 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.