AEO for user research platforms: AI search visibility ranking
How AI search engines rank user research platforms 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. Platforms used to recruit participants, run interviews, capture insights, and centralize user research workflows for product teams. 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 User research platforms, AI engines frequently identify User Interviews as the leader. With an impressive visibility of 50 percent and citation rate at 75 percent, User Interviews leads the pack. UXtweak and UserTesting also rank highly, reflecting their strong presence and reputation in the industry.
The rankings result from AI engines drawing data predominantly from sites like greatquestion.co, userinterviews.com, and lyssna.com. These are aggregator and review sites, meaning they compile user feedback and expert reviews from across the web, offering comprehensive insights that shape brand visibility and perceived authority.
For buyers evaluating brands on this page, consider the factors AI engines prioritize: recent reviews, third-party validation, and authority in the specific subcategory. Choosing a platform with strong mentions across trusted sources can ensure you're selecting a brand recognized for reliability and innovation within User research platforms.
At a glance
What we observed in this category
User Interviews leads the category with a composite score of 57.5, more than 25 points clear of second-placed UXtweak at 32.5. Its visibility of 50.0% is nearly seven times the category average of 7.5%, and its citation rate of 75.0% is the second highest among tracked brands. This gap matters because the next three brands (UXtweak, UserTesting, Great Question) cluster tightly between 28.8 and 32.5, meaning the leader holds a structurally different position rather than simply edging ahead.
The most striking divergence between visibility and citation appears at Great Question, which holds a 100.0% citation rate despite 0.0% visibility, giving it a composite score of 30.0 on citations alone. UserTesting shows the inverse pattern, with 37.5% visibility but only 12.5% citation, meaning AI frequently names it but rarely links to it. Lyssna similarly outperforms its visibility (12.5%) with a citation rate of 62.5%, confirming that being named in AI responses and being trusted enough to cite are distinct signals in this category.
Google AI Mode is the top engine for every brand in the dataset, indicating the audit is effectively a single-engine measurement. The top cited sources list includes greatquestion.co, userinterviews.com, and lyssna.com as the leading brand-owned domains, but also surfaces third-party or niche domains such as cleverx.com, articos.com, userintuition.ai, koji.so, and cpoclub.com. This suggests Google AI Mode is anchoring on a mix of brand content and external review or community sources when constructing answers about user research platforms.
Movers & shakers since last refresh
Biggest visibility risers
-
User Interviews 25% → 50% · rank #3 → #1+25pp
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UXtweak 0% → 25% · rank #10 → #2+25pp
-
Maze 12% → 25% · rank #2 → #5+12pp
Biggest visibility fallers
-
Dovetail 12% → 0% · rank #5 → #10-12pp
-
Lookback 12% → 0% · rank #8 → #16-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
userinterviews.com
|
50% | 75% | Google AI Mode |
User Interviews sits at 50.0% visibility and 75.0% citation, both well above the category averages of 7.5% and 20.0%, and rose from rank 3 with a 25.0 point visibility gain. |
||||
| 2 |
uxtweak.com
|
25% | 50% | Google AI Mode |
UXtweak jumped from rank 10 to rank 2, growing visibility from 0.0% to 25.0% and citation from 25.0% to 50.0%, making it the largest rank mover in the dataset. |
||||
| 3 |
usertesting.com
|
38% | 12% | Google AI Mode |
UserTesting has 37.5% visibility, five times the category average, but its 12.5% citation rate is well below peers at rank 2 and 4, signalling a named-but-not-trusted pattern. |
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| 4 |
greatquestion.co
|
0% | 100% | Google AI Mode |
Great Question achieves a composite score of 30.0 entirely through a 100.0% citation rate, as its visibility is 0.0%, an extreme divergence not seen in any other top-10 brand. |
||||
| 5 |
maze.co
|
25% | 38% | Google AI Mode |
Maze holds 25.0% visibility but its citation rate fell by 50.0 points from the prior period, dropping it from rank 2 to rank 5 despite a small visibility gain of 12.5 points. |
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| 6 |
lyssna.com
|
12% | 62% | Google AI Mode |
| 7 |
playbookux.com
|
0% | 25% | Google AI Mode |
| 8 |
looppanel.com
|
0% | 25% | Google AI Mode |
| 9 |
optimalworkshop.com
|
0% | 12% | Google AI Mode |
| 10 |
dovetail.com
|
0% | 0% | Google AI Mode |
| 11 |
sprig.com
|
0% | 0% | Google AI Mode |
| 12 |
ballparkhq.com
|
0% | 0% | Google AI Mode |
| 13 |
recollective.com
|
0% | 0% | Google AI Mode |
| 14 |
discuss.io
|
0% | 0% | Google AI Mode |
| 15 |
remesh.ai
|
0% | 0% | Google AI Mode |
| 16 |
lookback.com
|
0% | 0% | Google AI Mode |
| 17 |
respondent.io
|
0% | 0% | Google AI Mode |
| 18 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 19 |
userfeel.com
|
0% | 0% | Google AI Mode |
| 20 |
condens.io
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on user research platforms, 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 user research platforms 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 user research platforms
Who leads AI visibility in the user research platforms category?
User Interviews leads with a composite score of 57.5, a visibility rate of 50.0%, and a citation rate of 75.0%, all substantially above any other tracked brand in the category.
Which brand is most cited by Google AI Mode despite low visibility?
Great Question holds a 100.0% citation rate while recording 0.0% visibility, meaning Google AI Mode links to it as a source without naming it in responses.
What sources does Google AI Mode cite most for user research platform queries?
The top cited domains include greatquestion.co, userinterviews.com, and lyssna.com as brand-owned sources, alongside third-party or niche sites such as cleverx.com, articos.com, and cpoclub.com.
Which brand saw the biggest improvement in AI visibility this period?
UXtweak rose eight rank positions from rank 10 to rank 2, with visibility growing by 25.0 points from 0.0% to 25.0% and citation growing by 25.0 points to 50.0%.
Which previously visible brand has fallen out of AI responses?
Dovetail dropped from rank 5 to rank 10, losing 12.5 points of visibility to reach 0.0%, and also lost 12.5 points of citation, leaving it with a composite score of 0.0.
How does the category average compare to the leading brand's scores?
The category average visibility is 7.5% and average citation is 20.0%, while User Interviews scores 50.0% and 75.0% respectively, roughly six to seven times above the mean on both measures.