AI Visibility Rankings · Analytics

Qualitative research platforms: AI search visibility ranking (2026)

How AI search engines rank qualitative 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. Qualitative research platforms used to recruit participants, run interviews, moderate studies, analyze themes, and synthesize user insight. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →

Refreshed Jul 02, 2026

Avg visibility across category

Avg citation rate

20/20

Brands successfully audited

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When AI engines like ChatGPT, Claude, and Perplexity answer questions about qualitative research platforms, Recollective comes up most often, earning a 12.5% visibility score across the 20 brands tracked. Userlytics and Discuss round out the top three, appearing regularly in AI-generated recommendations. If you are evaluating tools in this category, those three names will surface in almost any AI-assisted shortlist.

The sources AI engines cite most heavily include usercall.co, conveo.ai, listenlabs.ai, and thesify.ai, alongside reddit.com. Most of these are newer AI-focused review and comparison sites rather than established aggregators like G2 or Capterra. That matters because it means rankings here reflect emerging editorial coverage and community discussion, not just accumulated enterprise reviews. Brands with strong placement on these newer properties get disproportionate AI visibility.

When choosing from this list, pay attention to which platforms have recent, third-party coverage on the specific use case you need (for example, online communities versus moderated interviews). AI engines weight topical specificity heavily, so a brand that ranks lower overall may still dominate recommendations for your exact workflow. Check whether the platforms you are considering appear in context-specific comparisons, not just generic best-of lists.

At a glance

Category leader Recollective 12% visibility · named in 1 of 8 AI answers

Most cited brand Userlytics 38% citation rate · the AI's most-trusted source brand in qualitative research platforms

Top cited domain usercall.co Referenced by AI across the qualitative research platforms query set — the highest-leverage PR target in this category

Visibility spread 12pp Gap between top and bottom of the ranking · 19 brands at 0% (invisible to the AI)

What we observed in this categoryauto-generated

Recollective holds rank 1 with a composite score of 12.5, the only brand in the top 10 registering any visibility at all (12.5%). Every other brand sits at 0.0% visibility, making the category average just 0.6%. That gap is stark: Recollective is essentially the sole brand Google AI Mode is surfacing unprompted, while 19 others remain invisible in generative responses. Its visibility and citation scores are perfectly aligned at 12.5 each, suggesting a consistent and stable presence.

Userlytics presents the clearest divergence between visibility and citation in this dataset. It holds 0.0% visibility but 37.5% citation, giving it rank 2 by composite score. Discuss follows the same pattern with 0.0% visibility and 25.0% citation. This means AI Mode is referencing these brands inside answers without surfacing them as named recommendations, a meaningful distinction for buyers who only see top-listed results and miss brands cited deeper in responses.

Google AI Mode is the top engine for every brand in this audit, confirming the category is almost entirely a single-engine story at this stage. Notably, the top cited sources include third-party aggregators and AI-native tools such as usercall.co, conveo.ai, listenlabs.ai, and insightplatforms.com, alongside reddit.com. Established platform domains like userlytics.com appear in the source list, but most category incumbents, including UserTesting, UserZoom, and dscout, show zero scores across both metrics.

Movers & shakers since last refresh

Biggest visibility risers

Recollective 0% → 12% · rank #0 → #1
+12pp

The ranking

#	Brand	Visibility	Citation	Top engine
1	Recollective recollective.com	12%	12%	Google AI Mode
Recollective is the only brand with non-zero visibility (12.5%), sitting 11.9 points above the 0.6% category average, with citation matching visibility exactly at 12.5%.
2	Userlytics userlytics.com	0%	38%	Google AI Mode
Userlytics has the highest citation rate in the category at 37.5% despite 0.0% visibility, making it the most cited but least surfaced brand in the top five.
3	Discuss discuss.io	0%	25%	Google AI Mode
Discuss mirrors the Userlytics pattern with 0.0% visibility and 25.0% citation, ranking third overall but never appearing as a named recommendation in AI responses.
4	Great Question greatquestion.co	0%	12%	Google AI Mode
Great Question records 12.5% citation against 0.0% visibility, a composite score of 3.8 that places it fourth despite having no direct AI surfacing presence.
5	User Interviews userinterviews.com	0%	0%	Google AI Mode
User Interviews sits at rank 5 with a composite score of 0.0, matching zero scores for both visibility and citation, identical to five other brands ranked below it.
6	dscout dscout.com	0%	0%	Google AI Mode
7	UserTesting usertesting.com	0%	0%	Google AI Mode
8	Respondent respondent.io	0%	0%	Google AI Mode
9	UserZoom userzoom.com	0%	0%	Google AI Mode
10	Lookback lookback.com	0%	0%	Google AI Mode
11	Condens condens.io	0%	0%	Google AI Mode
12	Aurelius aureliuslab.com	0%	0%	Google AI Mode
13	EnjoyHQ enjoyhq.com	0%	0%	Google AI Mode
14	Askable askable.com	0%	0%	Google AI Mode
15	Optimal Workshop optimalworkshop.com	0%	0%	Google AI Mode
16	Ballpark ballparkhq.com	0%	0%	Google AI Mode
17	EthOS getethos.com	0%	0%	Google AI Mode
18	Remesh remesh.ai	0%	0%	Google AI Mode
19	Fuel Cycle fuelcycle.com	0%	0%	Google AI Mode
20	Sprig sprig.com	0%	0%	Google AI Mode

Sources AI engines trust in this category

Across the 8 buyer-intent queries we ran on qualitative 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.

usercall.coconveo.aireddit.comlistenlabs.aithesify.ailumivero.comuserlytics.cominsightplatforms.com

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 qualitative 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.

Audit your qualitative research platforms brand → Browse all rankings Methodology →

Frequently asked about qualitative research platforms AI visibility

Who leads AI visibility in qualitative research platforms?

Recollective leads with a visibility score of 12.5% and a composite score of 12.5, the only brand in the category registering any visibility in Google AI Mode. Every other tracked brand sits at 0.0% visibility.

Which qualitative research platform is cited most by AI despite low visibility?

Userlytics has the highest citation rate at 37.5% while holding 0.0% visibility, meaning AI Mode references it inside answers but does not surface it as a named recommendation.

What sources does AI cite most for qualitative research platforms?

The top cited sources include third-party and AI-native sites such as usercall.co, conveo.ai, listenlabs.ai, insightplatforms.com, and reddit.com, alongside the brand domain userlytics.com.

How large is the gap between the category leader and the average brand?

Recollective scores 12.5% visibility against a category average of 0.6%, a gap of 11.9 percentage points, and the only brand with any measurable visibility at all.

Do well-known platforms like UserTesting or UserZoom appear in AI responses?

No. UserTesting, UserZoom, dscout, Respondent, Lookback, and User Interviews all record 0.0% for both visibility and citation in this audit.

Is AI visibility in this category concentrated on one engine?

Yes. Google AI Mode is listed as the top engine for every brand in the dataset, indicating the category's AI presence is almost entirely driven by a single engine at this point.