Feature request software: AI search visibility ranking (2026)
How AI search engines rank feature request software 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. Feature request software used to capture customer ideas, prioritize product feedback, manage public roadmaps, and align development with demand. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Refreshed Jun 12, 2026Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
At a glance
What we observed in this categoryauto-generated
Canny leads the feature request software category with a composite score of 33.8, built on 37.5% visibility and a 25% citation rate. Productboard matches Canny on raw visibility at 37.5% but scores only 26.2 composite because its citation rate is zero. That gap between the two top brands illustrates how citation converts visibility into genuine AI trust, and Canny's lead on that metric is the single most consequential differentiator in this category right now.
The visibility-versus-citation divergence is especially sharp at ranks 2 through 5. Productboard, Nolt, and Savio each hold some visibility but carry zero citation, meaning Google AI Mode names them without anchoring sourced claims to their domains. Featurebase is the clearest counter-example, matching Canny with a 25% citation rate despite only 12.5% visibility, suggesting AI is actively drawing on featurebase.app content even when not surfacing the brand by name as frequently.
Google AI Mode is the dominant engine across all ranked brands, with no outlier engines appearing in the data. The top cited external sources include unwrap.ai, reddit.com, youtube.com, and third-party review or comparison sites such as productlift.dev and quackback.io, alongside canny.io and featurebase.app themselves. This pattern suggests AI responses in this category lean on community and aggregator content rather than vendor-owned pages, except where a vendor's own domain has earned direct citation authority.
Movers & shakers since last refresh
Biggest visibility risers
-
Productboard 0% → 38% · rank #6 → #2+38pp
-
Canny 25% → 38% · rank #1 → #1+12pp
-
Savio 0% → 12% · rank #9 → #5+12pp
Biggest visibility fallers
-
Frill 12% → 0% · rank #3 → #6-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
canny.io
|
38% | 25% | Google AI Mode |
Canny holds a composite score of 33.8, the category high, combining 37.5% visibility with a 25% citation rate that no other brand in the top 5 matches. |
||||
| 2 |
productboard.com
|
38% | 0% | Google AI Mode |
Productboard jumped from rank 6 to rank 2 with a 37.5-point visibility gain, but its zero citation rate pulls its composite score 7.6 points below Canny. |
||||
| 3 |
featurebase.app
|
12% | 25% | Google AI Mode |
Featurebase achieves a 25% citation rate despite only 12.5% visibility, matching Canny on citations and signalling strong sourced authority relative to its mention frequency. |
||||
| 4 |
nolt.io
|
12% | 0% | Google AI Mode |
Nolt sits at 12.5% visibility but records zero citations, leaving it tied on composite score with Savio at 8.8 and well below the top two brands. |
||||
| 5 |
savio.io
|
12% | 0% | Google AI Mode |
Savio rose from rank 9 to rank 5 with a 12.5-point visibility gain, but like Nolt it carries no citation weight, capping its composite score at 8.8. |
||||
| 6 |
frill.co
|
0% | 0% | Google AI Mode |
| 7 |
aha.io
|
0% | 0% | Google AI Mode |
| 8 |
uservoice.com
|
0% | 0% | Google AI Mode |
| 9 |
upvoty.com
|
0% | 0% | Google AI Mode |
| 10 |
hellonext.co
|
0% | 0% | Google AI Mode |
| 11 |
feedbear.com
|
0% | 0% | Google AI Mode |
| 12 |
trello.com
|
0% | 0% | Google AI Mode |
| 13 |
roadmunk.com
|
0% | 0% | Google AI Mode |
| 14 |
airfocus.com
|
0% | 0% | Google AI Mode |
| 15 |
prodpad.com
|
0% | 0% | Google AI Mode |
| 16 |
atlassian.com
|
0% | 0% | Google AI Mode |
| 17 |
pendo.io
|
0% | 0% | Google AI Mode |
| 18 |
useresponse.com
|
0% | 0% | Google AI Mode |
| 19 |
sleekplan.com
|
0% | 0% | Google AI Mode |
| 20 |
rapidr.io
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on feature request 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 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.
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.
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.
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.
Get your own feature request software 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 feature request software AI visibility
Who leads AI visibility in feature request software?
Canny leads with a composite score of 33.8, combining 37.5% visibility and a 25% citation rate. Productboard matches Canny on visibility but scores lower overall because it holds zero citations.
Which brand has the strongest citation authority relative to its visibility in this category?
Featurebase achieves a 25% citation rate on only 12.5% visibility, matching the category leader Canny on citations despite appearing far less frequently in AI responses.
What sources does Google AI Mode cite most for feature request software research?
The top cited sources include unwrap.ai, youtube.com, reddit.com, canny.io, and featurebase.app, alongside comparison and aggregator sites such as productlift.dev and quackback.io.
Which brands have seen the biggest recent shifts in AI visibility?
Productboard rose from zero to 37.5% visibility, gaining four rank positions, while Frill dropped from 12.5% to zero visibility and fell three rank positions in the same period.
How concentrated is AI visibility in this category?
Visibility is heavily concentrated, with the category average at just 5.6% and the top two brands each holding 37.5%, while 10 of the 20 tracked brands record zero visibility.
Does higher visibility reliably translate into higher citation rates in this category?
No. Productboard, Nolt, and Savio all hold visibility above the 5.6% category average but carry zero citation rates, showing that being named in AI responses does not guarantee sourced citations.