Product roadmap software: AI search visibility ranking (2026)
How AI search engines rank product roadmap 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. Product roadmap software used to prioritize initiatives, align stakeholders, communicate plans, and connect feedback to execution. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
Download this ranking as a PDF
We'll email it to you. One-off send — no list, no follow-up, no surprise marketing.
When buyers inquire about Product roadmap software, AI engines frequently highlight Aha! as the leading brand in this category. It stands out with a visibility of 37.5%, significantly ahead of others like Productboard and Trello. Aha! captures a notable 50% of citations, underscoring its prominence.
The rankings are shaped by AI engines drawing from various top-cited sources. These include aggregator and review sites like cpoclub.com and appcues.com, as well as platforms such as youtube.com and aha.io. These sources greatly influence the visibility of brands, leaning heavily on reviews and external validation.
For buyers exploring options, it's crucial to consider what AI engines prioritize: recent reviews, third-party validation, and topical authority in specific subcategories. Selecting products with strong visibility across these areas can ensure an up-to-date and justified choice in Product roadmap software.
At a glance
What we observed in this category
Aha! leads the category with a composite score of 41.2, despite its visibility of 37.5% sitting below Productboard's 50.0%. The gap matters because Aha! carries a 50.0% citation rate while Productboard has zero citations, meaning Aha! is trusted as a source rather than just mentioned. Productboard holds the highest raw visibility in the category yet generates no citations at all, a split that separates surface-level name recognition from genuine AI authority.
The visibility-versus-citation divergence is a defining pattern across this category. Jira Product Discovery and Confluence both score zero for visibility yet each carries a 37.5% citation rate, putting them among the most-cited brands despite never appearing as named recommendations. ProdPad shows a similar inversion at a smaller scale, with 12.5% visibility but 25.0% citation. Trello sits at the opposite extreme, rising 13 ranks to reach 37.5% visibility while accumulating zero citations.
Google AI Mode is the top engine for every brand in this dataset without exception, confirming that the entire competitive landscape is being shaped by a single engine. Third-party editorial sources dominate the citation list, with cpoclub.com, appcues.com, and youtube.com appearing before any brand-owned domain. Aha.io and atlassian.com are the only brand domains appearing in the top cited sources, reinforcing why those two properties outperform peers on citation metrics.
Movers & shakers since last refresh
Biggest visibility risers
-
Trello 0% → 38% · rank #16 → #3+38pp
-
ClickUp 0% → 25% · rank #15 → #4+25pp
-
ProdPad 0% → 12% · rank #10 → #5+12pp
Biggest visibility fallers
-
ProductPlan 25% → 12% · rank #4 → #6-12pp
-
Roadmunk 12% → 0% · rank #6 → #12-12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
aha.io
|
38% | 50% | Google AI Mode |
Aha! leads on composite score (41.2) driven by a 50.0% citation rate that is more than five times the category average of 9.4%. |
||||
| 2 |
productboard.com
|
50% | 0% | Google AI Mode |
Productboard holds the highest visibility in the category at 50.0%, yet its 0.0% citation rate leaves its composite score 6.2 points behind Aha!. |
||||
| 3 |
trello.com
|
38% | 0% | Google AI Mode |
Trello jumped 13 ranks from 16th to 3rd with a visibility delta of 37.5 points, but its citation rate remains at 0.0%, mirroring Productboard's pattern. |
||||
| 4 |
clickup.com
|
25% | 12% | Google AI Mode |
ClickUp rose 11 ranks to 4th and is one of only three top-10 brands combining positive visibility (25.0%) with a non-zero citation rate (12.5%). |
||||
| 5 |
prodpad.com
|
12% | 25% | Google AI Mode |
ProdPad's citation rate of 25.0% is double its visibility of 12.5%, making it the clearest example of a brand cited by AI sources more than it is named directly. |
||||
| 6 |
productplan.com
|
12% | 12% | Google AI Mode |
| 7 |
atlassian.com
|
0% | 38% | Google AI Mode |
| 8 |
atlassian.com
|
0% | 38% | Google AI Mode |
| 9 |
notion.so
|
12% | 0% | Google AI Mode |
| 10 |
monday.com
|
12% | 0% | Google AI Mode |
| 11 |
canny.io
|
0% | 12% | Google AI Mode |
| 12 |
roadmunk.com
|
0% | 0% | Google AI Mode |
| 13 |
airfocus.com
|
0% | 0% | Google AI Mode |
| 14 |
craft.io
|
0% | 0% | Google AI Mode |
| 15 |
dragonboat.io
|
0% | 0% | Google AI Mode |
| 16 |
asana.com
|
0% | 0% | Google AI Mode |
| 17 |
feedbear.com
|
0% | 0% | Google AI Mode |
| 18 |
frill.co
|
0% | 0% | Google AI Mode |
| 19 |
pendo.io
|
0% | 0% | Google AI Mode |
| 20 |
producthq.org
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on product roadmap 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 product roadmap 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 product roadmap software AI visibility
Who leads AI visibility in product roadmap software?
Aha! leads on composite score at 41.2, ahead of Productboard (35.0) and Trello (26.2). Productboard has the highest raw visibility at 50.0% but earns no citations.
Which brands are cited most often in AI responses for this category?
Aha! leads citations at 50.0%, followed by Jira Product Discovery and Confluence both at 37.5%, even though those two Atlassian products have zero named visibility in AI responses.
What third-party sources does Google AI Mode anchor on when covering product roadmap software?
The top cited external sources are cpoclub.com, appcues.com, and youtube.com, all appearing before any brand-owned domain in the citation list.
Which brands have gained the most AI visibility recently in this category?
Trello gained the most, rising 13 ranks with a visibility delta of 37.5 points. ClickUp rose 11 ranks with a 25.0-point visibility gain and also added 12.5 points of citation.
Can a brand have high visibility but low trust signals in AI responses?
Yes. Productboard (50.0% visibility, 0.0% citation) and Trello (37.5% visibility, 0.0% citation) both demonstrate that being named frequently does not translate into being cited as a source.
Which engine dominates AI visibility for product roadmap software?
Google AI Mode is the top engine for every single brand in this dataset, meaning the entire competitive ranking is currently determined by one engine's behaviour.