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 →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Decentriq holds the top composite score at 43.8, despite its visibility of 25.0% sitting below Snowflake's 50.0%. The gap matters because Decentriq's 87.5% citation rate is the highest in the category by a wide margin, while Snowflake's citation rate is just 12.5%. This means Snowflake appears more often in AI responses but is trusted as a source far less frequently, a structural weakness that composite scoring exposes. The category average visibility is only 7.5%, making both brands notable outliers.
The divergence between named and cited brands is sharp across this dataset. InfoSum, Habu, AWS Clean Rooms, and Google Ads Data Hub each hold 12.5% visibility but record 0.0% citation rates, meaning they are mentioned by the AI but never linked or sourced. LiveRamp matches Decentriq's 25.0% visibility but carries only a 12.5% citation rate. Decentriq is the only brand where citation meaningfully exceeds visibility, suggesting it is treated as a reference authority rather than just a named competitor.
Google AI Mode is the dominant engine across all 20 brands in this category, listed as the top engine for every ranked brand. The cited sources list confirms the AI anchors heavily on decentriq.com, g2.com, gartner.com, and admonsters.com alongside snowflake.com and liveramp.com. The presence of g2.com and gartner.com signals that review and analyst platforms carry significant weight in shaping how Google AI Mode constructs responses about data clean room software.
Movers & shakers since last refresh
Biggest visibility risers
-
Snowflake 0% → 50% · rank #0 → #2+50pp
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Decentriq 0% → 25% · rank #0 → #1+25pp
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LiveRamp 0% → 25% · rank #0 → #3+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
decentriq.com
|
25% | 88% | Google AI Mode |
Decentriq leads the category with an 87.5% citation rate, more than six times Snowflake's 12.5%, despite matching LiveRamp's 25.0% visibility score. |
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| 2 |
snowflake.com
|
50% | 12% | Google AI Mode |
Snowflake records the highest visibility at 50.0%, more than six times the 7.5% category average, but its 12.5% citation rate reveals a named-but-not-trusted positioning. |
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| 3 |
liveramp.com
|
25% | 12% | Google AI Mode |
LiveRamp ties Decentriq on visibility at 25.0% but holds a composite score of 21.2, roughly half Decentriq's 43.8, due to its much weaker 12.5% citation rate. |
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| 4 |
infosum.com
|
12% | 0% | Google AI Mode |
InfoSum appears at 12.5% visibility, equal to ranks 5 through 7, but records a 0.0% citation rate, placing it firmly in the named-only tier with no source authority. |
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| 5 |
habu.com
|
12% | 0% | Google AI Mode |
Habu shares a composite score of 8.8 with InfoSum and AWS Clean Rooms, all clustered at 12.5% visibility and 0.0% citations, forming a distinct lower tier. |
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| 6 |
aws.amazon.com
|
12% | 0% | Google AI Mode |
| 7 |
developers.google.com
|
12% | 0% | Google AI Mode |
| 8 |
databricks.com
|
0% | 0% | Google AI Mode |
| 9 |
lotame.com
|
0% | 0% | Google AI Mode |
| 10 |
optable.co
|
0% | 0% | Google AI Mode |
| 11 |
appsflyer.com
|
0% | 0% | Google AI Mode |
| 12 |
nielsen.com
|
0% | 0% | Google AI Mode |
| 13 |
samba.tv
|
0% | 0% | Google AI Mode |
| 14 |
epsilon.com
|
0% | 0% | Google AI Mode |
| 15 |
adobe.com
|
0% | 0% | Google AI Mode |
| 16 |
transunion.com
|
0% | 0% | Google AI Mode |
| 17 |
audienceproject.com
|
0% | 0% | Google AI Mode |
| 18 |
azure.microsoft.com
|
0% | 0% | Google AI Mode |
| 19 |
aunalytics.com
|
0% | 0% | Google AI Mode |
| 20 |
bunkerdb.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.
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.
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.
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.
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 on raw visibility at 50.0%, but Decentriq leads on composite score at 43.8, driven by its dominant 87.5% citation rate.
Which brand is most trusted as a source by Google AI Mode in this category?
Decentriq is the most cited brand at 87.5%, and its domain appears first in the top cited sources list, indicating it functions as a primary reference for AI-generated answers.
What sources does AI cite most for data clean room software research?
The top cited sources are decentriq.com, g2.com, youtube.com, gartner.com, admonsters.com, snowflake.com, switchboard-software.com, and liveramp.com, with review and analyst platforms featuring prominently.
How concentrated is AI visibility across the 20 brands in this category?
Visibility is highly concentrated, with a category average of just 7.5% and 10 of the 20 brands recording 0.0% visibility, while Snowflake alone holds 50.0%.
Are there brands that appear in AI answers but are never cited as sources?
Yes, InfoSum, Habu, AWS Clean Rooms, and Google Ads Data Hub each appear at 12.5% visibility but hold 0.0% citation rates, meaning they are named but not sourced.
Which engine dominates AI visibility for data clean room software?
Google AI Mode is listed as the top engine for every single brand in the dataset, with no other engine recording a leading position across the 20 brands audited.