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 →
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At a glance
What we observed in this categoryauto-generated
Productboard leads the product roadmap software category with 50% visibility, more than double Aha! at 37.5% and far above the category average of 7.5%. That gap is significant because it means Google AI Mode names Productboard in half of all relevant queries, giving it a structural advantage in buyer awareness at the moment of AI-assisted research. Aha! holds second place but its composite score of 30.0 trails Productboard's 35.0, indicating the lead is not merely marginal.
The clearest divergence between being named and being trusted as a source appears at rank 3 and rank 5. Jira Product Discovery has only 12.5% visibility yet a 50% citation rate, and Confluence has 0% visibility but also a 50% citation rate. Both share the atlassian.com domain, which appears in the top cited sources list. This means Atlassian content is being used by Google AI Mode as reference material even when the brand itself is not surfaced as a named recommendation.
Google AI Mode is the top engine for every brand in this dataset, confirming the category is almost entirely shaped by one engine. The top cited sources include youtube.com, reddit.com, g2.com, atlassian.com, and productplan.com, suggesting the AI anchors on review aggregators, community discussion, and vendor-owned content simultaneously. The presence of appcues.com, ventureharbour.com, and cpoclub.com indicates niche editorial and community sources carry meaningful weight alongside the larger platforms.
Movers & shakers since last refresh
Biggest visibility risers
-
Productboard 0% → 50% · rank #0 → #1+50pp
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Aha! 0% → 38% · rank #0 → #2+38pp
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ProductPlan 0% → 25% · rank #0 → #4+25pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
productboard.com
|
50% | 0% | Google AI Mode |
Productboard leads with 50% visibility, nearly seven times the 7.5% category average, yet holds a 0% citation rate, meaning it is named but not used as a source. |
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| 2 |
aha.io
|
38% | 12% | Google AI Mode |
Aha! reaches 37.5% visibility and 12.5% citation, giving it the most balanced visibility-to-citation ratio among the top two brands in the category. |
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| 3 |
atlassian.com
|
12% | 50% | Google AI Mode |
Jira Product Discovery achieves the highest citation rate in the dataset at 50% despite only 12.5% visibility, driven by atlassian.com appearing as a top cited source. |
||||
| 4 |
productplan.com
|
25% | 12% | Google AI Mode |
ProductPlan sits at 25% visibility and 12.5% citation, and its own domain appears in the top cited sources list, suggesting its content directly feeds AI responses. |
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| 5 |
atlassian.com
|
0% | 50% | Google AI Mode |
Confluence records 0% visibility but a 50% citation rate, the starkest named-versus-trusted split in the dataset, reflecting atlassian.com's strong source authority. |
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| 6 |
roadmunk.com
|
12% | 0% | Google AI Mode |
| 7 |
notion.so
|
12% | 0% | Google AI Mode |
| 8 |
airfocus.com
|
0% | 0% | Google AI Mode |
| 9 |
canny.io
|
0% | 0% | Google AI Mode |
| 10 |
prodpad.com
|
0% | 0% | Google AI Mode |
| 11 |
craft.io
|
0% | 0% | Google AI Mode |
| 12 |
dragonboat.io
|
0% | 0% | Google AI Mode |
| 13 |
monday.com
|
0% | 0% | Google AI Mode |
| 14 |
asana.com
|
0% | 0% | Google AI Mode |
| 15 |
clickup.com
|
0% | 0% | Google AI Mode |
| 16 |
trello.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.
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 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?
Productboard leads with 50% visibility, the highest in the category and more than double second-placed Aha! at 37.5%. Both brands saw their visibility rise from 0% in the previous period.
Which brand is cited most by Google AI Mode in this category?
Jira Product Discovery and Confluence are both cited in 50% of relevant queries, the highest citation rates recorded, despite Confluence having zero named visibility.
What sources does Google AI Mode anchor on for product roadmap software research?
The top cited sources include youtube.com, reddit.com, g2.com, atlassian.com, and productplan.com, alongside niche editorial sites such as appcues.com, ventureharbour.com, and cpoclub.com.
Is there a gap between which brands are named and which are trusted as sources?
Yes, Productboard is named in 50% of queries but cited 0% of the time, while Confluence is cited 50% of the time but named in 0% of queries, showing a clear split between visibility and citation authority.
How concentrated is AI visibility in this category?
The top two brands, Productboard and Aha!, account for most of the visibility, while the category average sits at just 7.5% and brands from rank 8 onward score 0% visibility and 0% citation.
Which AI engine dominates visibility for product roadmap software brands?
Google AI Mode is the top engine for every brand in the dataset, indicating the category's AI visibility landscape is currently determined almost entirely by a single engine.