Every category where a model named LiveRamp Clean Room 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 clean rooms	GTM data and infrastructure	2%	13 of 100	32%	37	criticized challenger

Movement

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

Direct28 labels4

Paraphrase10 labels1

Comparative27 labels3not counted in share

Budget-constrained18 labels1

Scale-constrained15 labelsNone

Negative14 labels1not counted in share

First choiceAlternativeMentionNegative112 labels in all, every segment counted; 6 of the 10 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 LiveRamp if you need to activate audiences across the entire internet ... using a single unified identity graph (RampID)” GLM 4.7 FlashX · Data clean rooms · comparative prompt · first choice

“Independent Clean Rooms like LiveRamp and Snowflake provide the necessary breadth and flexibility” Qwen 3.7 Flash · Data clean rooms · comparative prompt · first choice

“LiveRamp is usually the correct investment.” Qwen 3.7 Flash · Data clean rooms · direct prompt · first choice

“More purpose-built for identity, media, activation, and measuring campaigns against CRM or pipeline data—but validate the commercial terms” GPT-6 Luna · Data clean rooms · 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.

“What to Avoid as a Mid-Market B2B - LiveRamp / Habu: Enterprise-grade, with the average enterprise setup running around $879K” DeepSeek V4 Flash · Data clean rooms · direct prompt · hard negative

“What to Avoid on a Limited Budget ... Enterprise-focused; no public pricing, typically six to seven figures annually” Kimi K2 · Data clean rooms · budget prompt · hard negative

“Avoid enterprise SaaS (e.g., LiveRamp, InfoSum) at $500+/month unless trialing.” Grok 4.1 Fast · Data clean rooms · budget prompt · hard negative

“Users report platform performance issues (freezes, slow loading) - Complex setup with steep learning curve and proprietary terminology” Kimi K2 · Data clean rooms · negative prompt · soft negative

Named alongside

The products named in the same answers as LiveRamp Clean Room, over the 112 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and LiveRamp Clean Room was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Snowflake Data Clean Rooms95 of 11224Not among the top eight

AWS Clean Rooms77 of 11217Not among the top eight

InfoSum77 of 1127Not among the top eight

Decentriq59 of 1123Not among the top eight

Databricks Clean Rooms50 of 1121Not among the top eight

Google Ads Data Hub43 of 1128Not among the top eight

Amazon Marketing Cloud34 of 1128Not among the top eight

Habu29 of 1121Not among the top eight

Meta Advanced Analytics23 of 1120Not among the top eight

Optable13 of 1123Not 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 LiveRamp Clean Room. 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 109 of the 112 answers that named LiveRamp Clean Room and are not a share of its labels.

Domains cited

decentriq.com72

guideflow.com59

liveramp.comYour site59

digitalapplied.com54

gartner.com40

us.fitgap.com40

aws.amazon.com36

data-axle.com34

funnel.io32

aiopsschool.com30

397 of the 456 domain citations in answers naming LiveRamp Clean Room came from somebody else's page.

Pages cited

decentriq.com/article/data-clean-rooms-compared65

guideflow.com/blog/data-clean-room-software59

digitalapplied.com/blog/data-clean-rooms-advertising-2026-marketer-decision-guide54

liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide44

gartner.com/reviews/market/data-clean-rooms38

funnel.io/blog/data-clean-rooms32

data-axle.com/resources/blog/data-clean-rooms-explained-marketers28

aiopsschool.com/blog/top-10-data-clean-room-platforms-for-ai-features-pros-cons-comparison27

Pages are listed as the models cited them.

Search and answers

liveramp.com ranks 4 on Google for the category's searches. In the answers, LiveRamp Clean Room takes 2% of first choices and Snowflake Data Clean Rooms takes 19%.

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In search

Google, US estimates

Position for “data clean room”

–

not in the top ten

Position for “best data clean room”

Searches for its name, Google: 90 a month (“liveramp clean room”)
AI search demand for its name, est.: 13 a month
Its company's site: liveramp.com shared with LiveRamp's other products; the figures are the site's
Organic visits to its site: about 20,494 a month
Searches its site ranks for: 2,014 · 287 in the top three
Sites linking to it: 10,553
Paid Google search: 1 searches its ads show for, about 42 clicks and $339 a month (estimate)

Ads on GoogleDetailLess

78 ads · 75 text, 3 video · 44 shown in the last 30 days

First shown June 2023, as LIVERAMP, INC., verified. Ads started 2025-10 to 2026-09: 17 in the year, 61 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 13 of 100 in data clean rooms

Segment leader

19%

Snowflake Data Clean Rooms

First choices: 6 across its categories
Named in: 112 answers
Its own site cited: in 109 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 LiveRamp Clean Room

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

LiveRamp 21LiveRamp (Habu) 3LiveRamp/Habu 2LiveRamp (Data Collaboration Platform) 1LiveRamp (incl. Habu acquisition) 1LiveRamp / Habu Clean Room 1LiveRamp Clean Room (formerly Habu) 1LiveRamp Clean Room (powered by Habu) 1LiveRamp Clean Room / Safe Haven-style offerings 1

Follow LiveRamp Clean Room

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

LiveRamp is the company behind LiveRamp Clean Room.

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On record

Wikidata

Website: liveramp.com
Headquarters: San Francisco, United States
Founded: 2011
Ownership: Public, RAMP on New York Stock Exchange
Also from LiveRamp: LiveRamp Clean Rooms, LiveRamp Safe Haven

Fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata

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 LiveRamp Clean Room'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 LiveRamp Clean Room, 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 LiveRamp Clean Room by email, built from the raw record of the edition. It shows:

where LiveRamp Clean Room 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 LiveRamp Clean Room, 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.