User research platforms: AI search visibility ranking (2026)
How AI search engines rank user research platforms 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. 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 highlight UserTesting as the industry leader. Other notable mentions include Maze and User Interviews. UserTesting holds a significant visibility percentage at 37.5, indicating its prominent position in the minds of AI when users seek recommendations.
The rankings reflect data from highly cited sources like maze.co, youtube.com, and gartner.com, with several being aggregator or review sites. These sources impact visibility by consolidating user feedback and expert analysis, making them key references for AI responses.
For buyers, understanding this ranking means recognizing the weight of recent reviews and third-party validation that AI engines consider. Evaluators should look for platforms with strong topical authority and positive feedback within the subcategory that aligns with their specific user research needs.
At a glance
What we observed in this category
UserTesting leads the user research platforms category with a visibility score of 37.5%, which is 7.5 times the category average of 5.0%. No other brand comes close on raw visibility, with User Interviews at 25.0% being the nearest competitor. This gap is significant because visibility at this scale means UserTesting is named unprompted by Google AI Mode across a wide range of queries, giving it a structural advantage that compounds over time as AI responses reinforce brand recognition.
The most striking divergence between visibility and citation sits with Maze and Great Question. Maze has a visibility score of just 12.5% but a citation rate of 87.5%, making it the most-cited domain in the category despite rarely being named in AI-generated responses. Great Question has zero visibility yet a 62.5% citation rate, meaning the AI anchors on its content as a source while almost never naming it as a recommended platform. Being cited does not equal being recommended.
Every brand in the top 10 records Google AI Mode as its top engine, confirming this audit is entirely Google AI Mode-anchored. The top cited sources list includes maze.co, greatquestion.co, userinterviews.com, and lyssna.com alongside gartner.com, youtube.com, and cpoclub.com. The presence of Gartner and YouTube alongside brand-owned domains suggests Google AI Mode is drawing on third-party review and analyst content as well as direct brand pages when constructing answers in this category.
Movers & shakers since last refresh
Biggest visibility risers
-
UserTesting 25% → 38% · rank #2 → #1+12pp
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User Interviews 12% → 25% · rank #4 → #3+12pp
-
Lookback 0% → 12% · rank #7 → #8+12pp
Biggest visibility fallers
-
Great Question 12% → 0% · rank #1 → #4-12pp
-
Respondent 12% → 0% · rank #6 → #13-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
usertesting.com
|
38% | 38% | Google AI Mode |
UserTesting holds a visibility score of 37.5%, 7.5 times the 5.0% category average, and rose from rank 2 with a 12.5 percentage point visibility gain this period. |
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| 2 |
maze.co
|
12% | 88% | Google AI Mode |
Maze has the highest citation rate in the category at 87.5% despite a visibility score of only 12.5%, showing it is trusted as a source far more often than it is named as a tool. |
||||
| 3 |
userinterviews.com
|
25% | 38% | Google AI Mode |
User Interviews doubled its visibility from 12.5% to 25.0% this period, yet its citation rate of 37.5% did not increase, suggesting growing AI mentions without corresponding source authority gains. |
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| 4 |
greatquestion.co
|
0% | 62% | Google AI Mode |
Great Question dropped from rank 1 to rank 4 with visibility falling to 0.0%, while its citation rate rose to 62.5%, a sharp reversal of its named versus trusted balance. |
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| 5 |
dovetail.com
|
12% | 12% | Google AI Mode |
Dovetail sits at rank 5 with both visibility and citation at 12.5%, placing it at roughly the category average for citations but still above the 5.0% average visibility floor. |
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| 6 |
lyssna.com
|
0% | 38% | Google AI Mode |
| 7 |
playbookux.com
|
0% | 38% | Google AI Mode |
| 8 |
lookback.com
|
12% | 0% | Google AI Mode |
| 9 |
sprig.com
|
0% | 25% | Google AI Mode |
| 10 |
uxtweak.com
|
0% | 25% | Google AI Mode |
| 11 |
optimalworkshop.com
|
0% | 12% | Google AI Mode |
| 12 |
looppanel.com
|
0% | 12% | Google AI Mode |
| 13 |
respondent.io
|
0% | 0% | Google AI Mode |
| 14 |
enjoyhq.com
|
0% | 0% | Google AI Mode |
| 15 |
userfeel.com
|
0% | 0% | Google AI Mode |
| 16 |
condens.io
|
0% | 0% | Google AI Mode |
| 17 |
ballparkhq.com
|
0% | 0% | Google AI Mode |
| 18 |
recollective.com
|
0% | 0% | Google AI Mode |
| 19 |
discuss.io
|
0% | 0% | Google AI Mode |
| 20 |
remesh.ai
|
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 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 →
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. How AI search ranking works →
Get your own user research platforms 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 user research platforms AI visibility
Who leads AI visibility in user research platforms?
UserTesting leads with a visibility score of 37.5%, which is 7.5 times the category average of 5.0%. The next closest brand, User Interviews, sits at 25.0%.
Which user research platform is cited most by Google AI Mode?
Maze is the most-cited domain in the category, appearing in the top cited sources list with a citation rate of 87.5%, despite having a visibility score of only 12.5%.
Can a brand have high citations but low visibility in this category?
Yes. Great Question has a 62.5% citation rate but 0.0% visibility, and Maze has an 87.5% citation rate with only 12.5% visibility, showing AI regularly pulls from their content without naming them as recommended platforms.
What third-party sources does Google AI Mode anchor on for user research platform queries?
The top cited sources include gartner.com, youtube.com, and cpoclub.com alongside brand-owned domains, indicating the AI draws on analyst, video, and community content as well as vendor pages.
Which brands saw the biggest visibility changes in the most recent period?
UserTesting gained 12.5 percentage points in visibility to reach 37.5%, while Great Question lost 12.5 points to fall to 0.0% and dropped three places from rank 1 to rank 4.
How concentrated is AI visibility across the 20 brands in this category?
The category average visibility is just 5.0%, and only three brands exceed 12.5%, indicating visibility is highly concentrated at the top with most of the 20 brands receiving little or no unprompted AI mentions.