AEO for data clean room software: AI search visibility ranking
How AI search engines rank data clean room software by visibility and citations. 20 brands measured quarterly 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 AI engines like ChatGPT and Google AI answer buyer questions about Data clean room software, Decentriq consistently emerges as the leader. It shows up in 12.5% of these answers, with a citation rate of 87.5%. Snowflake and LiveRamp are also mentioned frequently, but Decentriq stands out for its visibility.
The rankings are heavily influenced by citations from major domains. Google.com and Decentriq.com, alongside aggregator sites like guideflow.com and industry staples such as gartner.com, play crucial roles. This suggests that authoritative reviews and trusted websites are key to shaping perceptions in this category.
For buyers evaluating these brands, consider the importance AI engines place on recent reviews and third-party validation. Decentriq’s strong citation rate implies high regard for its topical authority and expertise. Exploring sources like guideflow.com and gartner.com can offer valuable insights into brand reputation and reliability.
At a glance
What we observed in this category
Decentriq leads the data clean room software category with a composite score of 35.0, nearly 10 points clear of second-placed Snowflake at 25.0. That gap is driven by an unusually high citation rate of 87.5% against a visibility of only 12.5%, meaning Google AI Mode trusts Decentriq as a source even when it does not surface the brand prominently in answers. The category average visibility sits at just 4.4% and average citation at 8.1%, so Decentriq is operating at a fundamentally different level of AEO performance than most peers.
The data reveals a sharp divergence between being named in AI answers and being cited as a source. Snowflake has the highest visibility at 25.0% but its citation rate matches that exactly, giving it a balanced but unremarkable profile. Databricks Clean Rooms shows the most striking inversion: zero visibility yet a 25.0% citation rate, meaning Google AI Mode treats databricks.com as a trusted reference without surfacing the brand by name. Optable and AppsFlyer show the opposite pattern, gaining visibility with zero citation, signalling recognition without authority.
Google AI Mode is the sole engine driving all rankings in this audit, making it the only surface worth optimising for in this category right now. The top cited sources include google.com, decentriq.com, gartner.com, g2.com, and databricks.com, indicating that AI answers in this category anchor on a mix of the brands own domains, analyst platforms, and peer review sites. Snowflake suffered a visibility drop of 75 percentage points from the prior period, while Optable and AppsFlyer each rose 12.5 points from zero, pointing to an unstable and actively shifting AEO landscape.
Movers & shakers since last refresh
Biggest visibility risers
-
Optable 0% → 12% · rank #9 → #4+12pp
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AppsFlyer 0% → 12% · rank #10 → #5+12pp
Biggest visibility fallers
-
Snowflake 100% → 25% · rank #1 → #2-75pp
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LiveRamp 38% → 12% · rank #3 → #3-25pp
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InfoSum 25% → 0% · rank #5 → #11-25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
decentriq.com
|
12% | 88% | Google AI Mode |
Decentriq holds the top composite score of 35.0, driven almost entirely by an 87.5% citation rate that is nearly 80 points above the category average of 8.1%. |
||||
| 2 |
snowflake.com
|
25% | 25% | Google AI Mode |
Snowflake leads on visibility at 25.0% but fell from rank 1 after a 75-point visibility drop, and its citation rate of 25.0% is well below Decentriq's dominant 87.5%. |
||||
| 3 |
liveramp.com
|
12% | 12% | Google AI Mode |
LiveRamp holds rank 3 with balanced visibility and citation both at 12.5%, but both metrics declined in the latest period, with visibility falling 25 percentage points from 37.5%. |
||||
| 4 |
optable.co
|
12% | 0% | Google AI Mode |
Optable jumped five places to rank 4 after gaining 12.5 points of visibility from zero, but its citation rate remains at 0.0%, indicating presence in answers without source authority. |
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| 5 |
appsflyer.com
|
12% | 0% | Google AI Mode |
AppsFlyer mirrors Optable exactly, rising five places with a 12.5% visibility gain from zero, while also holding a 0.0% citation rate, limiting its AEO composite score to 8.8. |
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| 6 |
aws.amazon.com
|
12% | 0% | Google AI Mode |
| 7 |
databricks.com
|
0% | 25% | Google AI Mode |
| 8 |
epsilon.com
|
0% | 12% | Google AI Mode |
| 9 |
lotame.com
|
0% | 0% | Google AI Mode |
| 10 |
aunalytics.com
|
0% | 0% | Google AI Mode |
| 11 |
infosum.com
|
0% | 0% | Google AI Mode |
| 12 |
bunkerdb.com
|
0% | 0% | Google AI Mode |
| 13 |
habu.com
|
0% | 0% | Google AI Mode |
| 14 |
nielsen.com
|
0% | 0% | Google AI Mode |
| 15 |
samba.tv
|
0% | 0% | Google AI Mode |
| 16 |
adobe.com
|
0% | 0% | Google AI Mode |
| 17 |
transunion.com
|
0% | 0% | Google AI Mode |
| 18 |
audienceproject.com
|
0% | 0% | Google AI Mode |
| 19 |
azure.microsoft.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 AEO 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 →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own data clean room software brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for data clean room software
Who leads AEO in data clean room software?
Decentriq leads with a composite score of 35.0, more than 10 points ahead of Snowflake at 25.0, primarily because its citation rate of 87.5% is far above any other brand in the category.
What sources does Google AI Mode cite most for data clean room software?
The most cited sources in this category are google.com, decentriq.com, gartner.com, g2.com, and databricks.com, suggesting AI answers draw heavily on analyst platforms, peer review sites, and the top brand's own domain.
Which brands are visible in AI answers but not cited as sources?
Optable, AppsFlyer, and AWS Clean Rooms each have 12.5% visibility but 0.0% citation rates, meaning Google AI Mode names them in answers without treating their domains as reference sources.
Which brand has the highest citation rate without appearing visibly in AI answers?
Databricks Clean Rooms has a citation rate of 25.0% despite zero visibility, indicating Google AI Mode uses databricks.com as a background source without surfacing the brand name in responses.
How volatile is AEO performance in this category?
Very volatile: Snowflake's visibility fell 75 percentage points in a single period, while Optable and AppsFlyer each rose from 0.0% to 12.5%, and InfoSum dropped from rank 5 to rank 11 with visibility falling to zero.
What is the gap between average and top-performer AEO scores in data clean room software?
The category average visibility is 4.4% and average citation is 8.1%, while Decentriq sits at 12.5% visibility and 87.5% citation, showing the leader operates at roughly 10 times the citation rate of the average brand.