AEO for website feedback tools: AI search visibility ranking
How AI search engines rank website feedback tools 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. Website feedback tools used to collect user comments, capture qualitative insights, identify friction, and improve web experiences through on-site input. 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 seek answers about Website feedback tools through AI engines, BugHerd frequently emerges as the top recommendation. With a visibility percentage of 25.0, BugHerd leads the conversation, with Pastel and Mopinion also receiving notable mentions. These brands are prominently cited, indicating their broad recognition and trustworthiness in the industry.
The rankings reflect the sources AI engines prioritize, notably bugherd.com and ybug.io, as well as popular platforms like YouTube and Reddit. Such aggregator and review sites wield significant influence, suggesting they are key in shaping AI-generated responses. This dependence on trusted domains underscores the importance of having comprehensive and accessible information about these tools.
For buyers reviewing this list, considering how AI engines value recent reviews, third-party validation, and authoritative domains is crucial. Brands that shine in these areas are more likely to be recommended by AI, underscoring the importance of verified feedback and subject matter expertise in the Website feedback tools subcategory of Analytics.
At a glance
What we observed in this category
BugHerd holds a commanding lead in this category with a composite score of 43.8, more than double the nearest rival Pastel at 16.2. Its visibility of 25% sits ten times above the category average of 2.5%, and its citation rate of 87.5% is the highest recorded across all 20 brands. That gap matters because Google AI Mode appears to anchor heavily on BugHerd when constructing answers, meaning the remaining 19 brands are largely competing for residual mentions in responses already shaped around one dominant brand.
The data reveals a notable split between being named and being trusted as a source. Mopinion carries a 37.5% citation rate despite zero visibility, meaning AI responses draw on its content without surfacing the brand by name. Hotjar shows the inverse pattern, with 12.5% visibility but a 0% citation rate, suggesting it appears in AI answers without its own domain being used as a reference. Survicate and Qualaroo both sit at 25% citation with zero visibility, reinforcing that citation and named presence are distinct AEO signals in this category.
Google AI Mode is the sole engine recorded across all ten ranked brands, confirming this category's AEO performance is entirely shaped by one platform. The top cited sources list includes non-brand domains such as youtube.com, reddit.com, designrush.com, and cpoclub.com alongside bugherd.com and mopinion.com. This indicates Google AI Mode is pulling from community discussion and third-party review content rather than relying purely on vendor-owned pages, which has direct implications for how brands in this space can influence their answer engine presence.
Movers & shakers since last refresh
Biggest visibility risers
-
Pastel 0% → 12% · rank #14 → #2+12pp
Biggest visibility fallers
-
Hotjar 50% → 12% · rank #2 → #4-38pp
-
Usersnap 25% → 0% · rank #4 → #7-25pp
-
Marker.io 25% → 0% · rank #3 → #8-25pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
bugherd.com
|
25% | 88% | Google AI Mode |
BugHerd's composite score of 43.8 is nearly three times Pastel's 16.2, driven by a category-high 87.5% citation rate that places its domain as the primary AI reference point. |
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| 2 |
usepastel.com
|
12% | 25% | Google AI Mode |
Pastel is the biggest visibility riser in the dataset, jumping from rank 14 to rank 2 with a 12.5 percentage point visibility gain and a 25 point increase in citation rate. |
||||
| 3 |
mopinion.com
|
0% | 38% | Google AI Mode |
Mopinion achieves a 37.5% citation rate with zero visibility, the starkest named-versus-trusted divergence in the top five, suggesting AI uses its content without presenting it as a recommended brand. |
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| 4 |
hotjar.com
|
12% | 0% | Google AI Mode |
Hotjar dropped from rank 2 to rank 4 after losing 37.5 percentage points of visibility, while its citation rate remains at 0%, leaving it with named presence but no source authority. |
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| 5 |
survicate.com
|
0% | 25% | Google AI Mode |
Survicate shares a composite score of 7.5 with Qualaroo, both holding 25% citation and zero visibility, placing them in a cluster of brands cited but never directly named in AI responses. |
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| 6 |
qualaroo.com
|
0% | 25% | Google AI Mode |
| 7 |
usersnap.com
|
0% | 12% | Google AI Mode |
| 8 |
marker.io
|
0% | 12% | Google AI Mode |
| 9 |
canny.io
|
0% | 12% | Google AI Mode |
| 10 |
frill.co
|
0% | 12% | Google AI Mode |
| 11 |
usertesting.com
|
0% | 0% | Google AI Mode |
| 12 |
feedbear.com
|
0% | 0% | Google AI Mode |
| 13 |
pendo.io
|
0% | 0% | Google AI Mode |
| 14 |
medallia.com
|
0% | 0% | Google AI Mode |
| 15 |
userback.io
|
0% | 0% | Google AI Mode |
| 16 |
fullstory.com
|
0% | 0% | Google AI Mode |
| 17 |
getfeedback.com
|
0% | 0% | Google AI Mode |
| 18 |
inmoment.com
|
0% | 0% | Google AI Mode |
| 19 |
useberry.com
|
0% | 0% | Google AI Mode |
| 20 |
sprig.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on website feedback tools, 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 website feedback tools 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 website feedback tools
Who leads AEO in Website feedback tools?
BugHerd leads with a composite score of 43.8, a visibility rate of 25%, and a citation rate of 87.5%, all of which are the highest figures recorded across the 20 brands in this category.
What sources does Google AI Mode cite most for Website feedback tools research?
The top cited sources include bugherd.com, mopinion.com, reddit.com, youtube.com, designrush.com, and cpoclub.com, indicating the AI draws on community forums and third-party review sites alongside vendor domains.
Which brands are gaining AEO momentum in Website feedback tools?
Pastel is the only recorded riser in this audit period, moving from rank 14 to rank 2 with visibility increasing from 0% to 12.5% and citation rate rising by 25 percentage points.
Which brands have lost AEO ground in Website feedback tools?
Hotjar lost 37.5 percentage points of visibility and fell from rank 2 to rank 4, while Marker.io dropped five places and lost both 25 points of visibility and 12.5 points of citation rate.
Can a brand be cited by AI without being visible in Website feedback tools answers?
Yes, Mopinion has a 37.5% citation rate and zero visibility, and Survicate and Qualaroo each hold 25% citation with zero visibility, confirming that citation and named brand presence are separate outcomes in this category.
Which engine drives AEO performance for Website feedback tools brands?
All ten ranked brands list Google AI Mode as their top engine, making it the sole determinant of AEO outcomes in this category based on the current audit data.