Every category where a model named OneTrust AI Governance 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
AI governance platforms	Data platform	4%	6 of 135	33%	39	criticized challenger

Movement

This is the first edition on this tier, so no move can be computed for OneTrust AI Governance 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 OneTrust AI Governance 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	0	1	0	1	2
GPT-5.4 mini	1	0	0	0	1
Gemini 3.5 Flash	1	0	0	2	3
Perplexity Sonar	0	2	1	0	3
Grok 4.1 Fast	0	2	1	3	6
Mistral Small	0	1	0	0	1
DeepSeek V4 Flash	1	0	1	1	3
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	1	1	1	1	4
Kimi K2	0	0	2	3	5
GLM 4.7 FlashX	0	2	0	0	2
MiniMax M2.5	0	1	1	1	3
GPT-6 Luna	0	2	1	0	3
Muse Glimmer 30B	0	1	0	1	2

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

Direct25 labels5

Paraphrase16 labelsNone

Comparative24 labels2not counted in share

Budget-constrained22 labelsNone

Scale-constrained8 labels1

Negative18 labelsNone

First choiceAlternativeMentionNegative113 labels in all, every segment counted; 6 of the 8 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.

“Choose OneTrust if you need a broad compliance dashboard for legal and risk teams.” Qwen 3.7 Flash · AI governance · comparative prompt · first choice

“the best choice is IBM watsonx.governance or OneTrust AI Governance” DeepSeek V4 Flash · AI governance · direct prompt · first choice

“Best overall for mid-market B2B: Credo AI or OneTrust AI Governance” GPT-5.4 mini · AI governance · direct prompt · first choice

“Go with Credo AI or OneTrust.” Gemini 3.5 Flash · AI governance · comparative prompt · first choice

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 giants like IBM (watsonx.governance), ServiceNow, or OneTrust” Gemini 3.5 Flash · AI governance · direct prompt · hard negative

“What to avoid ... OneTrust AI Governance – typically $50K–$200K+/year” DeepSeek V4 Flash · AI governance · budget prompt · hard negative

“Enterprise tools like OneTrust/IBM start at $3K+/month, so avoid them.” Grok 4.1 Fast · AI governance · budget prompt · hard negative

“OneTrust | Enterprise pricing | Complex implementation” Kimi K2 · AI governance · budget prompt · hard negative

Named alongside

The products named in the same answers as OneTrust AI Governance, over the 113 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and OneTrust AI Governance was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Credo AI97 of 11332Compare →

IBM watsonx.governance80 of 1138Compare →

Holistic AI59 of 1131Compare →

Fiddler AI37 of 1130Not among the top eight

ModelOp Center36 of 1134Compare →

Microsoft Purview34 of 1133Not among the top eight

ServiceNow AI Control Tower21 of 1131Not among the top eight

Strac19 of 11311Not among the top eight

Collibra17 of 1131Not among the top eight

Arthur AI12 of 1131Not 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 OneTrust AI Governance. 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 110 of the 113 answers that named OneTrust AI Governance and are not a share of its labels.

Domains cited

superblocks.com55

anaconda.com30

bigid.com30

ibm.com30

speakeasy.com29

difinity.ai28

modulos.ai28

modelop.com27

ovaledge.com27

onetrust.comYour site26

284 of the 310 domain citations in answers naming OneTrust AI Governance came from somebody else's page.

Pages cited

superblocks.com/blog/ai-governance-platform48

anaconda.com/guides/ai-governance-platform-trust30

speakeasy.com/blog/best-ai-governance-platforms-202629

bigid.com/blog/ai-governance-tools-for-enterprises28

ovaledge.com/blog/ai-governance-tools26

difinity.ai/blog/best-ai-governance-platforms25

infomineo.com/artificial-intelligence/best-ai-governance-tools-in-2026-top-platforms-compa25

strac.io/blog/best-ai-governance-tools-and-software25

Pages are listed as the models cited them.

Search and answers

onetrust.com ranks 2 on Google for the category's searches. In the answers, OneTrust AI Governance takes 4% of first choices and Credo AI takes 18%.

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In search

Google, US estimates

Position for “ai governance platform”

–

not in the top ten

Position for “ai governance platforms”

–

not in the top ten

Searches for its name, Google: 170 a month (“onetrust ai governance”)
AI search demand for its name, est.: 1 a month
Its company's site: onetrust.com shared with OneTrust's other products; the figures are the site's
Organic visits to its site: about 54,294 a month
Searches its site ranks for: 8,113 · 818 in the top three
Sites linking to it: 56,044
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

90 ads · 74 text, 16 video · 58 shown in the last 30 days

First shown December 2024, as OneTrust, LLC, verified. Ads started 2025-10 to 2026-09: 36 in the year, 54 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 6 of 135 in AI governance

Segment leader

18%

Credo AI

First choices: 6 across its categories
Named in: 113 answers
Its own site cited: in 110 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.

Names read as OneTrust AI Governance

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

OneTrust 20Onetrust / OneTrust AI Governance 1

Follow OneTrust AI Governance

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

OneTrust is the company behind OneTrust AI Governance.

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On record

Company records

Also from OneTrust: OneTrust AI, OneTrust Certification Automation, OneTrust GRC, OneTrust Tech Risk & Compliance, OneTrust Third-Party Management, OneTrust Third-Party Risk Management

In its own words

Stated by the vendor, not checked

Positioning: operationalizes this production-first model of continuous governance for data and AI
onetrust.com/ai-governance-in-production
For: enterprises
onetrust.com/ai-governance-in-production
Customers named: Blackbaud
Not stated on the pages read: Price, starting price, free plan or trial, integrations, certifications, hosting

What OneTrust AI Governance's own pages state, read October 5, 2026: onetrust.com/ai-governance-in-production, onetrust.com/glossary/ai-governance, onetrust.com/glossary/ai-compliance, onetrust.com/solutions/ai-governance, onetrust.com/glossary/nist-ai-risk-management. 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 OneTrust AI Governance'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 OneTrust AI Governance, 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 OneTrust AI Governance by email, built from the raw record of the edition. It shows:

where OneTrust AI Governance 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 OneTrust AI Governance, 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.