AEO for identity resolution software: AI search visibility ranking
How AI search engines rank identity resolution 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. Identity resolution platforms used to stitch customer records, unify profiles, connect cross-channel behavior, and improve audience targeting. 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 Identity resolution software, AI engines consistently spotlight LiveRamp as the leader, with a visibility score of 12.5%. Other notable mentions include Hightouch and FullContact. This ranking not only highlights LiveRamp's prominence but also the competitive edge the top brands hold within the marketing category.
The rankings significantly reflect the sources frequently cited by AI engines. Websites like tilores.io and g2.com, including other review and aggregator platforms such as youtube.com and winpure.com, shape these results. This indicates that prominence in AI-generated recommendations often correlates with broad online mentions and aggregated user feedback.
For buyers assessing options in Identity resolution software, this suggests considering brands with substantial third-party validation and up-to-date reviews. AI engines prioritize recent, credible reviews from authoritative sources in the subcategory. Therefore, examining these factors may provide meaningful insights and aid decision-making for your marketing needs.
At a glance
What we observed in this category
LiveRamp leads the identity resolution software category with a composite score of 20.0, meaningfully ahead of Hightouch and FullContact who both sit at 16.2. The gap is driven almost entirely by citation rate: LiveRamp is cited in 37.5% of responses versus 25.0% for its nearest rivals. With the category average visibility at just 3.8% and average citation at 6.2%, any brand clearing double digits in either metric holds a structurally strong position that the rest of the field has not yet matched.
A visibility-citation divergence is visible across ranks 4 to 6. Experian, Segment, and Twilio Segment all share 12.5% visibility, matching the top three, yet each records 0.0% citation. This means Google AI Mode names them in responses but does not link their domains as sources. Contrast that with RudderStack, Redpoint, and Salesforce Data Cloud, which have 0.0% visibility but 12.5% citation each, meaning AI cites their content without prominently featuring the brand by name in answers.
Every brand in the top 10 lists Google AI Mode as its top engine, confirming this audit is effectively a single-engine snapshot with no cross-engine divergence to report. The top cited sources in the category are dominated by third-party review and niche content sites: tilores.io, g2.com, winpure.com, ciente.io, and slashdot.org all appear before most vendor domains. The only vendor domain in the top cited sources list is liveramp.com, reinforcing LiveRamp's citation advantage as structurally distinct from the rest of the category.
Movers & shakers since last refresh
Biggest visibility risers
-
Experian 0% → 12% · rank #19 → #4+12pp
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Twilio Segment 0% → 12% · rank #10 → #6+12pp
Biggest visibility fallers
-
Amperity 12% → 0% · rank #2 → #10-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
liveramp.com
|
12% | 38% | Google AI Mode |
LiveRamp holds the only composite score above 16.2 (at 20.0) and its 37.5% citation rate is 31.3 percentage points above the category average of 6.2%. |
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| 2 |
hightouch.com
|
12% | 25% | Google AI Mode |
Hightouch ties FullContact with a 16.2 composite score, matching LiveRamp on visibility at 12.5% but trailing it by 12.5 percentage points on citation rate. |
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| 3 |
fullcontact.com
|
12% | 25% | Google AI Mode |
FullContact shares identical visibility (12.5%) and citation (25.0%) figures with Hightouch, giving both brands the same composite score and no measurable AI differentiation between them. |
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| 4 |
experian.com
|
12% | 0% | Google AI Mode |
Experian is the category's biggest rank riser (from 19 to 4) with a 12.5 percentage point visibility gain, but its 0.0% citation rate means AI mentions it without linking its domain. |
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| 5 |
segment.com
|
12% | 0% | Google AI Mode |
Segment matches Experian with 12.5% visibility and 0.0% citation, giving it a composite score of 8.8, which is 7.4 points below third-ranked FullContact despite equal name exposure. |
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| 6 |
twilio.com
|
12% | 0% | Google AI Mode |
| 7 |
rudderstack.com
|
0% | 12% | Google AI Mode |
| 8 |
redpointglobal.com
|
0% | 12% | Google AI Mode |
| 9 |
salesforce.com
|
0% | 12% | Google AI Mode |
| 10 |
amperity.com
|
0% | 0% | Google AI Mode |
| 11 |
transunion.com
|
0% | 0% | Google AI Mode |
| 12 |
blueconic.com
|
0% | 0% | Google AI Mode |
| 13 |
tealium.com
|
0% | 0% | Google AI Mode |
| 14 |
acxiom.com
|
0% | 0% | Google AI Mode |
| 15 |
mparticle.com
|
0% | 0% | Google AI Mode |
| 16 |
dnb.com
|
0% | 0% | Google AI Mode |
| 17 |
treasuredata.com
|
0% | 0% | Google AI Mode |
| 18 |
adobe.com
|
0% | 0% | Google AI Mode |
| 19 |
actioniq.com
|
0% | 0% | Google AI Mode |
| 20 |
zeotap.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on identity resolution 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 identity resolution 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 identity resolution software
Who leads AI visibility in identity resolution software?
LiveRamp leads with a composite score of 20.0 and a citation rate of 37.5%, both figures substantially above the category averages of 3.8% visibility and 6.2% citation. Its domain is also the only vendor site appearing in the top cited sources list for the category.
What sources does Google AI Mode cite most for identity resolution research?
The top cited sources are third-party sites including tilores.io, g2.com, youtube.com, winpure.com, ciente.io, senzing.com, and slashdot.org. Only one vendor domain, liveramp.com, appears in that top cited sources list.
Which brands are named in AI answers but not cited as sources?
Experian, Segment, and Twilio Segment each have 12.5% visibility but 0.0% citation, meaning Google AI Mode includes them by name in responses without linking their domains as reference sources.
Are any brands cited by AI without being prominently named in answers?
Yes: RudderStack, Redpoint, and Salesforce Data Cloud each record 0.0% visibility but 12.5% citation, indicating their content is referenced as a source even though the brand name does not feature in the visible answer text.
Which brand has seen the biggest drop in AI visibility recently?
Amperity fell from rank 2 to rank 10, losing 12.5 percentage points of visibility and 25.0 percentage points of citation, leaving it with a composite score of 0.0 in the current audit period.
Does AI visibility in this category differ across search engines?
Based on this audit data, every brand in the top 10 lists Google AI Mode as its top engine, so the dataset reflects a single-engine picture with no cross-engine divergence observable from the available figures.