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 →
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When buyers inquire about Feature request software, AI engines frequently point to Featurebase as the leader, with a visibility of 12.5%. Canny and FeedBear also often come up as top choices. Featurebase not only leads in visibility but holds a significant edge with a 62.5% citation rate among AI engines, showing a solid presence in the market.
The rankings are driven largely by AI engines referencing data from sources like unwrap.ai, productlift.dev, and featurebase.app. These sites are often aggregator or review platforms, indicating that brands with positive visibility and numerous real-life reviews from these sources rank highly in AI-generated recommendations.
For buyers evaluating their options, understanding AI engine priorities is key. AI heavily weighs recent, reputable reviews and third-party validation. By focusing on brands with comprehensive coverage on credible platforms, like those mentioned, buyers can align their choice with what AI engines recognize as authoritative and well-reviewed in the feature request software space.
At a glance
What we observed in this category
Featurebase leads the feature request software category with a composite score of 27.5, despite having only 12.5% visibility, the same as FeedBear and Trello. Its dominance comes from a citation rate of 62.5%, far above every other brand in the dataset. Canny sits second with a composite of 21.2 but its citation rate is only 12.5%. The gap between first and second place in citations is 50 percentage points, which signals that AI responses treat Featurebase as a trusted reference source rather than just a named product.
Canny presents the clearest case of visibility diverging from citation in this category. It holds the highest visibility at 25.0% but a citation rate of only 12.5%, meaning AI responses mention it more often than they link to it as a source. Frill and Savio show the inverse pattern, with 0% visibility and 12.5% citation each, so AI cites their content without naming them as products in the response. FeedBear and Trello gained 12.5 visibility points each but carry 0% citation, suggesting their appearances are mentions without source endorsement.
All top brands share Google AI Mode as their top engine, confirming this audit is anchored entirely on that single surface. The top cited sources list includes featurebase.app and canny.io as the only brand-owned domains alongside third-party review and community sites such as reddit.com, productlift.dev, unwrap.ai, userjot.com, unitq.com, and featureupvote.com. This pattern shows AI is drawing on a mix of niche review aggregators and community content rather than anchoring on large SaaS review platforms, which is notable given Jira Product Discovery and Pendo score 0 on both visibility and citation despite their broader market recognition.
Movers & shakers since last refresh
Biggest visibility risers
-
FeedBear 0% → 12% · rank #11 → #3+12pp
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Trello 0% → 12% · rank #12 → #4+12pp
Biggest visibility fallers
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Productboard 38% → 0% · rank #2 → #12-38pp
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Canny 38% → 25% · rank #1 → #2-12pp
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Savio 12% → 0% · rank #5 → #6-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
featurebase.app
|
12% | 62% | Google AI Mode |
Featurebase leads with a composite score of 27.5, driven by a 62.5% citation rate that is 57.5 percentage points above the category average of 5.0%. |
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| 2 |
canny.io
|
25% | 12% | Google AI Mode |
Canny has the highest visibility at 25.0%, nearly 22 points above the 3.1% category average, but its citation rate of 12.5% is far below Featurebase's 62.5%. |
||||
| 3 |
feedbear.com
|
12% | 0% | Google AI Mode |
FeedBear jumped 8 ranks to third after gaining 12.5 visibility points, but holds 0% citation, giving it a composite score of 8.8 with no source-trust signal. |
||||
| 4 |
trello.com
|
12% | 0% | Google AI Mode |
Trello also rose 8 ranks with a 12.5 visibility delta and ties FeedBear at 8.8 composite, but its 0% citation rate is unusual for a brand of its broader market scale. |
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| 5 |
frill.co
|
0% | 12% | Google AI Mode |
Frill ranks fifth with 0% visibility but a 12.5% citation rate, meaning AI cites its content as a source without surfacing it as a named product recommendation. |
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| 6 |
savio.io
|
0% | 12% | Google AI Mode |
| 7 |
atlassian.com
|
0% | 0% | Google AI Mode |
| 8 |
pendo.io
|
0% | 0% | Google AI Mode |
| 9 |
useresponse.com
|
0% | 0% | Google AI Mode |
| 10 |
sleekplan.com
|
0% | 0% | Google AI Mode |
| 11 |
rapidr.io
|
0% | 0% | Google AI Mode |
| 12 |
productboard.com
|
0% | 0% | Google AI Mode |
| 13 |
aha.io
|
0% | 0% | Google AI Mode |
| 14 |
uservoice.com
|
0% | 0% | Google AI Mode |
| 15 |
nolt.io
|
0% | 0% | Google AI Mode |
| 16 |
upvoty.com
|
0% | 0% | Google AI Mode |
| 17 |
hellonext.co
|
0% | 0% | Google AI Mode |
| 18 |
roadmunk.com
|
0% | 0% | Google AI Mode |
| 19 |
airfocus.com
|
0% | 0% | Google AI Mode |
| 20 |
prodpad.com
|
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. 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 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?
Featurebase leads with a composite score of 27.5, driven primarily by a 62.5% citation rate. Canny ranks second with a composite of 21.2 and the highest raw visibility at 25.0%.
Which brand has the highest raw visibility in this category?
Canny has the highest visibility at 25.0%, which is nearly 22 percentage points above the category average of 3.1%, though its citation rate of 12.5% lags well behind Featurebase.
What sources does AI cite most for feature request software research?
The top cited sources include unwrap.ai, productlift.dev, featurebase.app, userjot.com, reddit.com, featureupvote.com, canny.io, and unitq.com, with a strong presence of niche review and community sites alongside brand-owned domains.
Which brands are cited by AI but not named as product recommendations?
Frill and Savio both show 0% visibility but 12.5% citation each, indicating AI draws on their content as reference material without naming them in product-facing responses.
Which brands lost the most AI visibility recently?
Productboard lost 37.5 visibility points, falling from rank 2 to rank 12, and Canny lost 12.5 visibility points while also dropping 12.5 citation points in the same period.
Why do well-known brands like Jira Product Discovery and Pendo score zero in this audit?
Both brands register 0% on visibility and citation in Google AI Mode for this category, suggesting AI responses in this context anchor on specialist tools rather than broader product management platforms.