Identity resolution software: AI search visibility ranking (2026)
How AI search engines rank identity resolution 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. 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 →
Refreshed Jun 14, 2026Download this ranking as a PDF
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At a glance
What we observed in this categoryauto-generated
Hightouch leads the identity resolution software category with a visibility score of 25.0%, a composite score of 36.2, and a citation rate of 62.5%. The category average visibility sits at just 2.5%, making Hightouch's score ten times the norm. LiveRamp and Amperity each hold 12.5% visibility but trail Hightouch significantly on composite score (12.5 and 8.8 respectively). Seventeen of the twenty tracked brands, including Neustar, BlueConic, Tealium, Segment, and Salesforce Data Cloud, register zero visibility and zero citations.
A sharp divergence exists between being named and being trusted as a source. Amperity is mentioned in 12.5% of responses but carries a 0.0% citation rate, meaning Google AI Mode references it without linking to it as an authoritative source. Hightouch, by contrast, has a citation rate of 62.5% against its 25.0% visibility, indicating the AI actively anchors on its content. LiveRamp shows parity between visibility and citation (both 12.5%), suggesting a more balanced but shallower presence.
Google AI Mode is the top engine for every brand in this dataset, confirming the audit is concentrated on a single engine. The cited sources list reveals the AI is drawing from review aggregators (g2.com), niche analyst outlets (ciente.io, harpin.ai), and vendor-adjacent content sites (syncgtm.com, customerlabs.com, dataladder.com). Hightouch's own domain (hightouch.com) appears directly in the top cited sources, which likely explains its outsized citation rate relative to peers. YouTube also features as a cited source, suggesting multimedia content plays a role in AI responses.
Movers & shakers since last refresh
Biggest visibility risers
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Hightouch 0% → 25% · rank #0 → #1+25pp
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LiveRamp 0% → 12% · rank #0 → #2+12pp
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Amperity 0% → 12% · rank #0 → #3+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
hightouch.com
|
25% | 62% | Google AI Mode |
Hightouch dominates with a 25.0% visibility and 62.5% citation rate, both far exceeding the category averages of 2.5% and 3.8% respectively, and its domain is directly cited by Google AI Mode. |
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| 2 |
liveramp.com
|
12% | 12% | Google AI Mode |
LiveRamp holds 12.5% visibility and a matching 12.5% citation rate, showing a balanced but limited AI presence that is five times the category visibility average yet well below Hightouch. |
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| 3 |
amperity.com
|
12% | 0% | Google AI Mode |
Amperity matches LiveRamp on visibility at 12.5% but records a 0.0% citation rate, meaning it is named in AI responses without being treated as a trusted linked source. |
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| 4 |
transunion.com
|
0% | 0% | Google AI Mode |
Neustar (transunion.com) records zero visibility and zero citations, placing it among the majority of tracked brands with no measurable presence in Google AI Mode responses. |
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| 5 |
blueconic.com
|
0% | 0% | Google AI Mode |
BlueConic also registers zero visibility and zero citations, indistinguishable from fourteen other brands in the dataset despite being a named identity resolution vendor. |
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| 6 |
tealium.com
|
0% | 0% | Google AI Mode |
| 7 |
segment.com
|
0% | 0% | Google AI Mode |
| 8 |
twilio.com
|
0% | 0% | Google AI Mode |
| 9 |
treasuredata.com
|
0% | 0% | Google AI Mode |
| 10 |
salesforce.com
|
0% | 0% | Google AI Mode |
| 11 |
adobe.com
|
0% | 0% | Google AI Mode |
| 12 |
actioniq.com
|
0% | 0% | Google AI Mode |
| 13 |
zeotap.com
|
0% | 0% | Google AI Mode |
| 14 |
mparticle.com
|
0% | 0% | Google AI Mode |
| 15 |
fullcontact.com
|
0% | 0% | Google AI Mode |
| 16 |
redpointglobal.com
|
0% | 0% | Google AI Mode |
| 17 |
rudderstack.com
|
0% | 0% | Google AI Mode |
| 18 |
acxiom.com
|
0% | 0% | Google AI Mode |
| 19 |
experian.com
|
0% | 0% | Google AI Mode |
| 20 |
dnb.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 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 identity resolution 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 identity resolution software AI visibility
Who leads AI visibility in identity resolution software?
Hightouch leads with 25.0% visibility and a composite score of 36.2, ten times the category average of 2.5%. LiveRamp and Amperity are the only other brands with any measurable visibility, both at 12.5%.
What sources does Google AI Mode cite most for identity resolution software research?
The top cited sources include g2.com, hightouch.com, youtube.com, ciente.io, harpin.ai, dataladder.com, syncgtm.com, and customerlabs.com. This mix of review sites, niche analysts, and vendor-adjacent content indicates the AI draws from a broad but shallow pool.
How many identity resolution software brands have zero AI visibility?
Seventeen of the twenty tracked brands register zero visibility and zero citations in this audit, including well-known vendors such as Salesforce Data Cloud, Tealium, Segment, and Neustar.
Is there a gap between being named and being cited as a source in this category?
Yes. Amperity has 12.5% visibility but a 0.0% citation rate, showing it is mentioned in AI responses but not linked as an authoritative source. Hightouch, by contrast, has a 62.5% citation rate against its 25.0% visibility.
Which AI engine drives visibility for identity resolution software brands?
Every brand in this dataset lists Google AI Mode as its top engine, indicating the audit reflects a single-engine landscape with no differentiation across other AI platforms in this snapshot.
What does the category average visibility score tell analysts about AI coverage in identity resolution?
The average visibility of 2.5% and average citation rate of 3.8% indicate that AI coverage is extremely thin across the category, concentrated almost entirely in the top three brands.