Data clean room software: AI search visibility ranking (2026)
How AI search engines rank data clean room software by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Privacy-safe collaboration platforms used to match, analyze, and activate shared datasets without directly exposing raw customer data. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When buyers inquire about Data clean room software, AI engines consistently identify Snowflake as the leading brand. It holds a visibility rate of 100.0 percent, standing out prominently. Other notable mentions include Decentriq and LiveRamp, which also rank highly in AI-driven evaluations of their capabilities within the analytics domain.
The current rankings are influenced heavily by the sources that AI engines reference most frequently. Decentriq.com and medium.com are two of the top cited domains. Their presence suggests a mix of direct brand information and aggregated expert reviews, shaping perceptions and rankings in this software category.
Buyers evaluating options on this page should consider the factors that AI engines prioritize, like recent reviews and thorough third-party evaluations. Looking for brands with strong topical authority and validation in the specific subcategory of data clean room software can be key to making an informed choice.
At a glance
What we observed in this category
Snowflake dominates the data clean room software category with a visibility score of 100%, compared to a category average of just 11.9%. The next closest brand, LiveRamp, sits at 37.5% visibility, and no other brand exceeds 25%. Snowflake also recently rose from rank 3 to rank 1, adding 75 percentage points of visibility in the current period. This gap is significant because it means Google AI Mode is surfacing Snowflake in nearly every relevant response while most competitors appear rarely or not at all.
The visibility-to-citation relationship reveals a notable divergence at rank 2. Decentriq holds only 25% visibility but leads all brands on citation rate at 87.5%, more than double Snowflake's citation rate of 37.5%. This means Decentriq is named as a trusted source more often than it appears in AI-generated overviews, while Snowflake is mentioned frequently but cited less proportionally. InfoSum and Habu both sit at 25% visibility, yet Habu has a 0% citation rate, suggesting it is named without its domain being referenced as a source.
All top brands share Google AI Mode as their single recorded engine, meaning the entire category's AI visibility is concentrated in one surface. Among the top cited external sources, decentriq.com appears first, alongside general-purpose and community sites such as medium.com, slashdot.org, and guideflow.com, alongside industry sources like admonsters.com and gartner.com. The presence of devopsschool.com and aiopsschool.com in the citation list indicates the AI is drawing on tutorial and training content, not just vendor or analyst material.
Movers & shakers since last refresh
Biggest visibility risers
-
Snowflake 25% → 100% · rank #3 → #1+75pp
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LiveRamp 12% → 38% · rank #5 → #3+25pp
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Habu 0% → 25% · rank #8 → #6+25pp
Biggest visibility fallers
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Google Ads Data Hub 25% → 0% · rank #4 → #20-25pp
-
Databricks Clean Rooms 12% → 0% · rank #7 → #8-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
snowflake.com
|
100% | 38% | Google AI Mode |
Snowflake leads with 100% visibility, roughly 8.4 times the category average of 11.9%, but its 37.5% citation rate sits below Decentriq's 87.5%. |
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| 2 |
decentriq.com
|
25% | 88% | Google AI Mode |
Decentriq has the highest citation rate in the category at 87.5%, despite its visibility of only 25%, making it the most-cited low-visibility brand in the set. |
||||
| 3 |
liveramp.com
|
38% | 25% | Google AI Mode |
LiveRamp rose from rank 5 with a 25 percentage point visibility gain, reaching 37.5% visibility, though its 25% citation rate matches AWS Clean Rooms exactly. |
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| 4 |
aws.amazon.com
|
25% | 25% | Google AI Mode |
AWS Clean Rooms sits at 25% visibility and 25% citation rate, mirroring InfoSum on visibility but outperforming InfoSum's 12.5% citation rate by 12.5 points. |
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| 5 |
infosum.com
|
25% | 12% | Google AI Mode |
InfoSum matches AWS Clean Rooms and Decentriq on visibility at 25%, but its 12.5% citation rate is the lowest among the top five ranked brands. |
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| 6 |
habu.com
|
25% | 0% | Google AI Mode |
| 7 |
lotame.com
|
0% | 12% | Google AI Mode |
| 8 |
databricks.com
|
0% | 12% | Google AI Mode |
| 9 |
optable.co
|
0% | 0% | Google AI Mode |
| 10 |
appsflyer.com
|
0% | 0% | Google AI Mode |
| 11 |
nielsen.com
|
0% | 0% | Google AI Mode |
| 12 |
samba.tv
|
0% | 0% | Google AI Mode |
| 13 |
epsilon.com
|
0% | 0% | Google AI Mode |
| 14 |
adobe.com
|
0% | 0% | Google AI Mode |
| 15 |
transunion.com
|
0% | 0% | Google AI Mode |
| 16 |
audienceproject.com
|
0% | 0% | Google AI Mode |
| 17 |
azure.microsoft.com
|
0% | 0% | Google AI Mode |
| 18 |
aunalytics.com
|
0% | 0% | Google AI Mode |
| 19 |
bunkerdb.com
|
0% | 0% | Google AI Mode |
| 20 |
developers.google.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on data clean room software, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Get your own data clean room software brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about data clean room software AI visibility
Who leads AI visibility in data clean room software?
Snowflake leads with 100% visibility, far ahead of the next brand LiveRamp at 37.5% and the category average of 11.9%. Snowflake also moved from rank 3 to rank 1 in the current period.
Which brand is cited most by Google AI Mode in this category?
Decentriq has the highest citation rate at 87.5%, despite appearing in only 25% of AI-generated responses. Its domain, decentriq.com, is also the top listed cited source across the category.
What sources does Google AI Mode anchor on for data clean room research?
The top cited sources include decentriq.com, medium.com, guideflow.com, slashdot.org, admonsters.com, aiopsschool.com, devopsschool.com, and gartner.com. This mix spans vendor, community, tutorial, and analyst content.
Are any brands visible in AI responses but never cited as a source?
Yes, Habu has 25% visibility but a 0% citation rate, meaning it is mentioned in AI overviews without its domain being referenced as a supporting source.
Which brands have lost the most AI visibility recently?
Google Ads Data Hub fell from rank 4 to rank 20, losing all of its 25% visibility. Databricks Clean Rooms also dropped, falling to 0% visibility while its citation rate actually increased by 12.5 points.
How concentrated is AI visibility across the 20 brands in this category?
Visibility is heavily concentrated, with the category average at 11.9% and at least 10 of the 20 brands recording 0% visibility. Only Snowflake achieves full 100% visibility coverage.