AEO for product feedback software: AI search visibility ranking
How AI search engines rank product feedback software 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. Product feedback software used to collect feature requests, prioritize ideas, centralize customer input, and connect roadmap decisions to user demand and revenue impact. 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 Product feedback software, AI engines frequently point to Canny as the leader, with a notable 25% visibility across responses. Alongside Canny, Frill and Pendo Listen also emerge as top brands in this space. These names are consistently recognized for their strong market presence and effectiveness in gathering insightful product feedback.
The prominent rankings of these brands are primarily driven by the citations from well-regarded sources. Websites such as cpoclub.com and canny.io play a significant role, acting as aggregator and review sites. These platforms compile expert opinions and user reviews, influencing the AI engines' perception and increasing the visibility of the top brands.
For buyers evaluating options on this page, it's crucial to consider what AI engines prioritize: recent reviews, third-party endorsements, and expertise in specific aspects of Product feedback software. Brands like Canny and Frill excel here, backed by substantial third-party validation, reinforcing their credibility and reliability in the market.
At a glance
What we observed in this category
Canny leads the product feedback software category with a composite score of 32.5, visibility of 25.0%, and a citation rate of 50.0%, both figures sitting far above the category averages of 2.5% and 11.9% respectively. The nearest competitor by composite score is Frill at 22.5, meaning Canny holds a 10-point lead over second place. This gap is significant because it reflects dominance across both named presence in AI responses and active source citation, a combination no other brand in the top five achieves simultaneously.
The most striking divergence in this category is between Frill and Pendo Listen versus Typeform and Survicate. Frill has zero visibility yet a 75.0% citation rate, and Pendo Listen matches that pattern with zero visibility and 62.5% citations. Typeform and Survicate show the reverse, with 12.5% visibility each but 0.0% citation rates. This means Frill and Pendo Listen are trusted enough to be sourced but not named directly in AI summaries, while Typeform and Survicate appear in responses but are not being pulled as reference sources.
Google AI Mode is the top engine for every brand in this dataset, indicating the category's AI visibility landscape is currently a single-engine story. Among the top cited sources, cpoclub.com and heymarvin.com appear alongside brand domains like frill.co, pendo.io, and canny.io, suggesting Google AI Mode is anchoring on a mix of third-party editorial or community content and direct brand pages. Reddit and YouTube also feature in the top cited sources, pointing to community-generated content playing a measurable role in how AI surfaces this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Canny 12% → 25% · rank #3 → #1+12pp
-
Typeform 0% → 12% · rank #8 → #4+12pp
Biggest visibility fallers
-
Zonka Feedback 12% → 0% · rank #1 → #7-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
canny.io
|
25% | 50% | Google AI Mode |
Canny leads with a composite score of 32.5, visibility of 25.0% and citation rate of 50.0%, both well above category averages of 2.5% and 11.9%. |
||||
| 2 |
frill.co
|
0% | 75% | Google AI Mode |
Frill holds a 75.0% citation rate, the highest in the category, despite zero visibility, making it the most cited but least directly named brand in AI responses. |
||||
| 3 |
pendo.io
|
0% | 62% | Google AI Mode |
Pendo Listen mirrors Frill's pattern with 62.5% citations and zero visibility, ranking third overall despite never appearing as a named brand in AI summaries. |
||||
| 4 |
typeform.com
|
12% | 0% | Google AI Mode |
Typeform achieves 12.5% visibility but zero citations, placing it in the named-not-trusted tier alongside Survicate, both scoring a composite of 8.8. |
||||
| 5 |
survicate.com
|
12% | 0% | Google AI Mode |
Survicate matches Typeform exactly at 12.5% visibility and 0.0% citations, sharing fourth-equal composite score of 8.8 with no differentiation between the two brands in this data. |
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| 6 |
sleekplan.com
|
0% | 12% | Google AI Mode |
| 7 |
zonkafeedback.com
|
0% | 12% | Google AI Mode |
| 8 |
usersnap.com
|
0% | 12% | Google AI Mode |
| 9 |
savio.io
|
0% | 12% | Google AI Mode |
| 10 |
upvoty.com
|
0% | 0% | Google AI Mode |
| 11 |
featureupvote.com
|
0% | 0% | Google AI Mode |
| 12 |
nolt.io
|
0% | 0% | Google AI Mode |
| 13 |
qualtrics.com
|
0% | 0% | Google AI Mode |
| 14 |
delighted.com
|
0% | 0% | Google AI Mode |
| 15 |
useresponse.com
|
0% | 0% | Google AI Mode |
| 16 |
feedbear.com
|
0% | 0% | Google AI Mode |
| 17 |
dovetail.com
|
0% | 0% | Google AI Mode |
| 18 |
productboard.com
|
0% | 0% | Google AI Mode |
| 19 |
aha.io
|
0% | 0% | Google AI Mode |
| 20 |
uservoice.com
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on product feedback 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 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 product feedback software 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 product feedback software
Who leads AI visibility in product feedback software?
Canny leads with a composite score of 32.5, a visibility rate of 25.0%, and a citation rate of 50.0%, all significantly above category averages.
Which brands are cited by AI but not named in product feedback software responses?
Frill (75.0% citations, 0.0% visibility) and Pendo Listen (62.5% citations, 0.0% visibility) are both cited as sources by Google AI Mode without being named directly in AI summaries.
What sources does AI cite most for product feedback software research?
The top cited sources include cpoclub.com, frill.co, heymarvin.com, pendo.io, and canny.io, alongside community platforms reddit.com and youtube.com.
Which product feedback software brands have risen most in AI visibility recently?
Canny rose from rank 3 to rank 1 with a visibility delta of plus 12.5% and a citation delta of plus 50.0%, while Typeform moved from rank 8 to rank 4 with a visibility delta of plus 12.5%.
Which brand has fallen most in AI visibility in this category?
Zonka Feedback dropped from rank 1 to rank 7, losing 12.5 percentage points of visibility and 25.0 percentage points of citation rate in the latest audit period.
Is AI visibility in product feedback software concentrated or spread across many brands?
It is highly concentrated. The category average visibility is just 2.5% across 20 brands, and the top three brands by composite score account for the vast majority of both visibility and citation activity.