AI Index / Product roadmap tools

Best Product roadmap tools

What AI assistants actually recommend when buyers ask about product roadmap tools — measured weekly across 5 engines, published as open data.

Updated 2026-08-04 · 68 sampled answers · rolling 4-week window · methodology

Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.

Updated weekly68 samples5 enginesmethodology

Sample: 68 AI answers · Window: Jul 7, 2026Aug 4, 2026 (4-week rolling) · trend vs prior 4 weeks (42 answers)

What is the best product roadmap tools?

Across 68 sampled AI answers from 5 engines, Aha! is recommended most often — appearing in 70.6% of recommendations, followed by Productboard (67.6%) and ProductPlan (64.7%).

This is a measurement of share of voice across 5 AI engines — not an editorial pick. See the full ranking below.

#ProductShareTrendEngines
1
Aha!

aha.io

Best for: AI recommends Aha! most when buyers ask best roadmap tool for sharing product vision with stakeholders (100% of those answers)

70.6%

95% CI 58.980.1%

48 mentions · avg pos 6

first pick 4.2%

GROK 85.7%GEMINI 60%CHATGPT 71.4%CLAUDE 71.4%PERPLEXITY 75%
Claim
2
Productboard

productboard.com

Best for: AI recommends Productboard most when buyers ask best product roadmap software for SaaS product managers (91.7% of those answers)

67.6%

95% CI 55.877.6%

46 mentions · avg pos 5.7

first pick 34.8%

GROK 85.7%GEMINI 55%CHATGPT 71.4%CLAUDE 78.6%PERPLEXITY 65%
Claim
3
ProductPlan

productplan.com

Best for: AI recommends ProductPlan most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (100% of those answers)

64.7%

95% CI 52.875%

44 mentions · avg pos 8.5

first pick 20.5%

GROK 85.7%GEMINI 60%CHATGPT 42.9%CLAUDE 78.6%PERPLEXITY 60%
Claim
4
Notion

notion.so

Best for: AI recommends Notion most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (100% of those answers)

48.5%

95% CI 37.160.2%

33 mentions · avg pos 11

first pick 12.1%

GROK 71.4%GEMINI 55%CHATGPT 71.4%CLAUDE 42.9%PERPLEXITY 30%
Claim
5
Linear

linear.app

Best for: AI recommends Linear most when buyers ask best product roadmap software for SaaS product managers (83.3% of those answers)

47.1%

95% CI 35.758.8%

32 mentions · avg pos 10.3

first pick 3.1%

GROK 57.1%GEMINI 30%CHATGPT 57.1%CLAUDE 64.3%PERPLEXITY 45%
Claim
6
airfocus

airfocus.com

Best for: AI recommends airfocus most when buyers ask what should I use to build and share a product roadmap with my team (66.7% of those answers)

44.1%

95% CI 32.955.9%

30 mentions · avg pos 9.4

first pick 0%

GROK 57.1%GEMINI 45%CHATGPT 42.9%CLAUDE 50%PERPLEXITY 35%
Claim
7
Kanban

Best for: AI recommends Kanban most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (75% of those answers)

36.8%

95% CI 26.348.6%

25 mentions · avg pos 6

first pick 20%

GROK 57.1%GEMINI 60%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 20%
Claim
8
Jira Product Discovery

Best for: AI recommends Jira Product Discovery most when buyers ask best product roadmap software for SaaS product managers (66.7% of those answers)

36.8%

95% CI 26.348.6%

25 mentions · avg pos 8.1

first pick 4%

GROK 57.1%GEMINI 60%CHATGPT 71.4%CLAUDE 14.3%PERPLEXITY 10%
Claim
9
Miro

miro.com

Best for: AI recommends Miro most when buyers ask what should I use to build and share a product roadmap with my team (75% of those answers)

36.8%

95% CI 26.348.6%

25 mentions · avg pos 10.3

first pick 4%

GROK 42.9%GEMINI 55%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 35%
Claim
10
Trello

trello.com

Best for: AI recommends Trello most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (100% of those answers)

35.3%

95% CI 2547.2%

24 mentions · avg pos 5.3

first pick 37.5%

GROK 28.6%GEMINI 50%CHATGPT 14.3%CLAUDE 35.7%PERPLEXITY 30%
Claim
11
Slack

slack.com

Best for: AI recommends Slack most when buyers ask what should I use to build and share a product roadmap with my team (75% of those answers)

33.8%

95% CI 23.745.7%

23 mentions · avg pos 8.3

first pick 8.7%

GROK 42.9%GEMINI 55%CHATGPT 14.3%CLAUDE 35.7%PERPLEXITY 15%
Claim
12
Asana

asana.com

Best for: AI recommends Asana most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (66.7% of those answers)

33.8%

95% CI 23.745.7%

23 mentions · avg pos 8.6

first pick 0%

GROK 57.1%GEMINI 45%CHATGPT 28.6%CLAUDE 35.7%PERPLEXITY 15%
Claim
13
Roadmunk

roadmunk.com

Best for: AI recommends Roadmunk most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (75% of those answers)

32.4%

95% CI 22.444.2%

22 mentions · avg pos 7.5

first pick 9.1%

GROK 71.4%GEMINI 45%CLAUDE 35.7%PERPLEXITY 15%
Claim
14
ClickUp

clickup.com

Best for: AI recommends ClickUp most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (62.5% of those answers)

29.4%

95% CI 19.941.1%

20 mentions · avg pos 6.7

first pick 15%

GROK 57.1%GEMINI 50%CHATGPT 28.6%CLAUDE 21.4%PERPLEXITY 5%
Claim
15
Canny

canny.io

Best for: AI recommends Canny most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (58.3% of those answers)

27.9%

95% CI 18.739.6%

19 mentions · avg pos 7.6

first pick 5.3%

GROK 57.1%GEMINI 30%CLAUDE 28.6%PERPLEXITY 25%
Claim
16
RICE

Best for: AI recommends RICE most when buyers ask how do I prioritize features and communicate them on a roadmap (100% of those answers)

26.5%

95% CI 17.438%

18 mentions · avg pos 6.5

first pick 5.6%

GROK 71.4%GEMINI 35%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 15%
Claim
17
Google Sheets

sheets.google.com

Best for: AI recommends Google Sheets most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (83.3% of those answers)

23.5%

95% CI 1534.9%

16 mentions · avg pos 7.7

first pick 6.3%

GROK 42.9%GEMINI 25%CHATGPT 14.3%CLAUDE 14.3%PERPLEXITY 25%
Claim
18
Aha! Roadmaps

Best for: AI recommends Aha! Roadmaps most when buyers ask best roadmap tool for sharing product vision with stakeholders (58.3% of those answers)

20.6%

95% CI 12.731.6%

14 mentions · avg pos 4.1

first pick 7.1%

GROK 14.3%GEMINI 45%CHATGPT 14.3%PERPLEXITY 15%
Claim
19
MoSCoW

Best for: AI recommends MoSCoW most when buyers ask how do I prioritize features and communicate them on a roadmap (91.7% of those answers)

17.6%

95% CI 10.428.4%

12 mentions · avg pos 6.4

first pick 16.7%

GROK 42.9%GEMINI 25%CHATGPT 14.3%PERPLEXITY 15%
Claim
20
OKRs

Best for: AI recommends OKRs most when buyers ask how do I prioritize features and communicate them on a roadmap (33.3% of those answers)

17.6%

95% CI 10.428.4%

12 mentions · avg pos 11.3

first pick 8.3%

GROK 57.1%GEMINI 5%CHATGPT 14.3%CLAUDE 35.7%PERPLEXITY 5%
Claim
21
Airtable

airtable.com

Best for: AI recommends Airtable most when buyers ask what should I use to build and share a product roadmap with my team (58.3% of those answers)

17.6%

95% CI 10.428.4%

12 mentions · avg pos 12.5

first pick 0%

GROK 28.6%GEMINI 5%CHATGPT 14.3%CLAUDE 21.4%PERPLEXITY 25%
Claim
22
ProductLift

productlift.dev

Best for: AI recommends ProductLift most when buyers ask best product roadmap software for SaaS product managers (58.3% of those answers)

16.2%

95% CI 9.326.7%

11 mentions · avg pos 6.3

first pick 18.2%

GROK 14.3%GEMINI 15%CHATGPT 14.3%CLAUDE 28.6%PERPLEXITY 10%
Claim
23
Tempo Strategic Roadmaps

tempo.io

Best for: AI recommends Tempo Strategic Roadmaps most when buyers ask best roadmap tool for sharing product vision with stakeholders (33.3% of those answers)

16.2%

95% CI 9.326.7%

11 mentions · avg pos 7.5

first pick 9.1%

GROK 14.3%GEMINI 40%CLAUDE 14.3%
Claim
24
ProdPad

prodpad.com

Best for: AI recommends ProdPad most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (37.5% of those answers)

14.7%

95% CI 8.225%

10 mentions · avg pos 6.1

first pick 0%

GROK 14.3%GEMINI 30%CLAUDE 7.1%PERPLEXITY 10%
Claim
25
Opsgenie

atlassian.com

Best for: AI recommends Opsgenie most when buyers ask which roadmap tool is best for remote product teams (50% of those answers)

14.7%

95% CI 8.225%

10 mentions · avg pos 10.3

first pick 10%

GROK 14.3%GEMINI 10%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 20%
Claim
26
QuickHunt

quickhunt.app

Best for: AI recommends QuickHunt most when buyers ask best product roadmap software for SaaS product managers (50% of those answers)

11.8%

95% CI 6.121.5%

8 mentions · avg pos 4.3

first pick 25%

GEMINI 30%PERPLEXITY 10%
Claim
27
Featurebase

featurebase.app

Best for: AI recommends Featurebase most when buyers ask best product roadmap software for SaaS product managers (58.3% of those answers)

11.8%

95% CI 6.121.5%

8 mentions · avg pos 5.4

first pick 0%

GROK 14.3%GEMINI 15%CLAUDE 21.4%PERPLEXITY 5%
Claim
28
Gleap

gleap.io

Best for: AI recommends Gleap most when buyers ask best product roadmap software for SaaS product managers (66.7% of those answers)

11.8%

95% CI 6.121.5%

8 mentions · avg pos 6.1

first pick 0%

GROK 28.6%GEMINI 15%CLAUDE 7.1%PERPLEXITY 10%
Claim
29
Monday.com

Best for: AI recommends Monday.com most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (50% of those answers)

11.8%

95% CI 6.121.5%

8 mentions · avg pos 12.3

first pick 0%

GROK 42.9%GEMINI 5%CHATGPT 28.6%CLAUDE 7.1%PERPLEXITY 5%
Claim
30
Appcues

appcues.com

Best for: AI recommends Appcues most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (62.5% of those answers)

10.3%

95% CI 5.119.8%

7 mentions · avg pos 3

first pick 14.3%

GROK 42.9%CHATGPT 14.3%PERPLEXITY 15%
Claim
31
Excel

Best for: AI recommends Excel most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (50% of those answers)

10.3%

95% CI 5.119.8%

7 mentions · avg pos 8.6

first pick 0%

GEMINI 25%PERPLEXITY 10%
Claim
32
Storyflow

storyflow.so

Best for: AI recommends Storyflow most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (75% of those answers)

8.8%

95% CI 4.117.9%

6 mentions · avg pos 9.8

first pick 0%

GROK 42.9%CLAUDE 14.3%PERPLEXITY 5%
Claim
33
Visor

7.4%

95% CI 3.216.1%

5 mentions · avg pos 6.8

first pick 0%

GROK 28.6%GEMINI 5%CLAUDE 7.1%PERPLEXITY 5%
Claim
34
Wrike

wrike.com

Best for: AI recommends Wrike most when buyers ask dedicated roadmap tools vs roadmap features inside project management software (37.5% of those answers)

7.4%

95% CI 3.216.1%

5 mentions · avg pos 8.3

first pick 0%

GROK 14.3%GEMINI 15%PERPLEXITY 5%
Claim
35
Craft.io

craft.io

5.9%

95% CI 2.314.2%

4 mentions · avg pos 6.3

first pick 0%

GROK 14.3%GEMINI 10%CLAUDE 7.1%
Claim
36
Frill

frill.co

5.9%

95% CI 2.314.2%

4 mentions · avg pos 13.3

first pick 0%

GROK 14.3%GEMINI 10%PERPLEXITY 5%
Claim
37
Figma

figma.com

5.9%

95% CI 2.314.2%

4 mentions · avg pos 20.5

first pick 0%

GROK 14.3%CHATGPT 14.3%CLAUDE 14.3%
Claim
38
Intercom

intercom.com

4.4%

95% CI 1.512.2%

3 mentions · avg pos 3

first pick 0%

GROK 14.3%GEMINI 5%CHATGPT 14.3%
Claim
39
IdeaPlan Templates

ideaplan.io

Best for: AI recommends IdeaPlan Templates most when buyers ask best product roadmap software for SaaS product managers (50% of those answers)

4.4%

95% CI 1.512.2%

3 mentions · avg pos 3.5

first pick 33.3%

GROK 14.3%CHATGPT 14.3%PERPLEXITY 5%
Claim
40
Feedbear

feedbear.io

4.4%

95% CI 1.512.2%

3 mentions · avg pos 5.7

first pick 0%

CLAUDE 14.3%PERPLEXITY 5%
Claim
41
Nolt

nolt.io

4.4%

95% CI 1.512.2%

3 mentions · avg pos 12

first pick 0%

GEMINI 10%CLAUDE 7.1%
Claim
42
Microsoft

microsoft.com

4.4%

95% CI 1.512.2%

3 mentions · avg pos 15

first pick 0%

GROK 14.3%CHATGPT 14.3%CLAUDE 7.1%
Claim
43
Now / Next / Later

4.4%

95% CI 1.512.2%

3 mentions · avg pos 16

first pick 0%

GROK 14.3%CLAUDE 7.1%PERPLEXITY 5%
Claim
44
Contentsquare

contentsquare.com

Best for: AI recommends Contentsquare most when buyers ask which roadmap tool is best for remote product teams (41.7% of those answers)

4.4%

95% CI 1.512.2%

3 mentions

first pick 0%

PERPLEXITY 15%
Claim
45
Jotform

jotform.com

2.9%

95% CI 0.810.1%

2 mentions · avg pos 5

first pick 0%

CHATGPT 14.3%PERPLEXITY 5%
Claim
46
Microsoft Azure DevOps

dev.azure.com

2.9%

95% CI 0.810.1%

2 mentions · avg pos 5

first pick 0%

GEMINI 5%CHATGPT 14.3%
Claim
47
PowerPoint

2.9%

95% CI 0.810.1%

2 mentions · avg pos 6

first pick 0%

GEMINI 10%
Claim
48
Gantt chart

2.9%

95% CI 0.810.1%

2 mentions · avg pos 6.5

first pick 0%

GEMINI 10%
Claim
49
Planview

planview.com

2.9%

95% CI 0.810.1%

2 mentions · avg pos 10.5

first pick 0%

GEMINI 5%CHATGPT 14.3%
Claim
50
Coda

coda.io

2.9%

95% CI 0.810.1%

2 mentions · avg pos 11

first pick 0%

GEMINI 5%CHATGPT 14.3%
Claim
51
Smartsheet

smartsheet.com

2.9%

95% CI 0.810.1%

2 mentions · avg pos 11.5

first pick 0%

GEMINI 10%
Claim
52
ONES Project

ones.com

Best for: AI recommends ONES Project most when buyers ask simple alternatives to heavy enterprise product roadmap platforms (33.3% of those answers)

2.9%

95% CI 0.810.1%

2 mentions · avg pos 12

first pick 0%

GEMINI 5%PERPLEXITY 5%
Claim
53
Lane

laneapp.co

2.9%

95% CI 0.810.1%

2 mentions · avg pos 13.5

first pick 0%

GROK 14.3%GEMINI 5%
Claim
54
Dragonboat

dragonboat.app

2.9%

95% CI 0.810.1%

2 mentions

first pick 0%

CHATGPT 14.3%CLAUDE 7.1%
Claim
55
SourceForge

sourceforge.net

2.9%

95% CI 0.810.1%

2 mentions

first pick 0%

PERPLEXITY 10%
Claim
56
Azure API Management

azure.microsoft.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 2

first pick 0%

CHATGPT 14.3%
Claim
57
Built In

builtin.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 6

first pick 0%

CLAUDE 7.1%
Claim
58
Harvestr

1.5%

95% CI 0.37.9%

1 mentions · avg pos 7

first pick 0%

CLAUDE 7.1%
Claim
59
Notion AI

notion.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 7

first pick 0%

GROK 14.3%
Claim
60
Develop

1.5%

95% CI 0.37.9%

1 mentions · avg pos 15

first pick 0%

PERPLEXITY 5%
Claim
61
FullStory

fullstory.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 19

first pick 0%

GROK 14.3%
Claim
62
TechRadar

techradar.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 26

first pick 0%

CHATGPT 14.3%
Claim
63
Canva

canva.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 38

first pick 0%

GROK 14.3%
Claim
64
ViaSocket

viasocket.com

1.5%

95% CI 0.37.9%

1 mentions · avg pos 55

first pick 0%

CHATGPT 14.3%
Claim
65
Azure SQL Serverless

learn.microsoft.com

1.5%

95% CI 0.37.9%

1 mentions

first pick 0%

PERPLEXITY 5%
Claim
66
DigitalOcean

digitalocean.com

1.5%

95% CI 0.37.9%

1 mentions

first pick 0%

PERPLEXITY 5%
Claim
67
GantPro

ganttpro.com

1.5%

95% CI 0.37.9%

1 mentions

first pick 0%

PERPLEXITY 5%
Claim
68
SafetyCulture

safetyculture.com

1.5%

95% CI 0.37.9%

1 mentions

first pick 0%

GROK 14.3%
Claim
69
Savio

1.5%

95% CI 0.37.9%

1 mentions

first pick 0%

PERPLEXITY 5%
Claim

Reading the numbers: Share is a point estimate on 68 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.

Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.

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