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.
Sample: 68 AI answers · Window: Jul 7, 2026 – Aug 4, 2026 (4-week rolling) · trend vs prior 4 weeks (42 answers)
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.
| # | Product | Share | Trend | Engines | |
|---|---|---|---|---|---|
| 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 58.9–80.1% 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 55.8–77.6% 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 52.8–75% 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 37.1–60.2% 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 35.7–58.8% 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 32.9–55.9% 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 26.3–48.6% 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 26.3–48.6% 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 26.3–48.6% 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 25–47.2% 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 23.7–45.7% 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 23.7–45.7% 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 22.4–44.2% 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 19.9–41.1% 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 18.7–39.6% 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 17.4–38% 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 15–34.9% 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 12.7–31.6% 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 10.4–28.4% 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 10.4–28.4% 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 10.4–28.4% 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 9.3–26.7% 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 9.3–26.7% 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 8.2–25% 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 8.2–25% 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 6.1–21.5% 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 6.1–21.5% 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 6.1–21.5% 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 6.1–21.5% 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 5.1–19.8% 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 5.1–19.8% 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 4.1–17.9% 6 mentions · avg pos 9.8 first pick 0% | — | GROK 42.9%CLAUDE 14.3%PERPLEXITY 5% | Claim |
| 33 | Visor | 7.4% 95% CI 3.2–16.1% 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 3.2–16.1% 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 2.3–14.2% 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 2.3–14.2% 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 2.3–14.2% 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 1.5–12.2% 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 1.5–12.2% 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 1.5–12.2% 3 mentions · avg pos 5.7 first pick 0% | — | CLAUDE 14.3%PERPLEXITY 5% | Claim |
| 41 | Nolt nolt.io | 4.4% 95% CI 1.5–12.2% 3 mentions · avg pos 12 first pick 0% | — | GEMINI 10%CLAUDE 7.1% | Claim |
| 42 | Microsoft microsoft.com | 4.4% 95% CI 1.5–12.2% 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 1.5–12.2% 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 1.5–12.2% 3 mentions first pick 0% | — | PERPLEXITY 15% | Claim |
| 45 | Jotform jotform.com | 2.9% 95% CI 0.8–10.1% 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 0.8–10.1% 2 mentions · avg pos 5 first pick 0% | — | GEMINI 5%CHATGPT 14.3% | Claim |
| 47 | PowerPoint | 2.9% 95% CI 0.8–10.1% 2 mentions · avg pos 6 first pick 0% | — | GEMINI 10% | Claim |
| 48 | Gantt chart | 2.9% 95% CI 0.8–10.1% 2 mentions · avg pos 6.5 first pick 0% | — | GEMINI 10% | Claim |
| 49 | Planview planview.com | 2.9% 95% CI 0.8–10.1% 2 mentions · avg pos 10.5 first pick 0% | — | GEMINI 5%CHATGPT 14.3% | Claim |
| 50 | Coda coda.io | 2.9% 95% CI 0.8–10.1% 2 mentions · avg pos 11 first pick 0% | — | GEMINI 5%CHATGPT 14.3% | Claim |
| 51 | Smartsheet smartsheet.com | 2.9% 95% CI 0.8–10.1% 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 0.8–10.1% 2 mentions · avg pos 12 first pick 0% | — | GEMINI 5%PERPLEXITY 5% | Claim |
| 53 | Lane laneapp.co | 2.9% 95% CI 0.8–10.1% 2 mentions · avg pos 13.5 first pick 0% | — | GROK 14.3%GEMINI 5% | Claim |
| 54 | Dragonboat dragonboat.app | 2.9% 95% CI 0.8–10.1% 2 mentions first pick 0% | — | CHATGPT 14.3%CLAUDE 7.1% | Claim |
| 55 | SourceForge sourceforge.net | 2.9% 95% CI 0.8–10.1% 2 mentions first pick 0% | — | PERPLEXITY 10% | Claim |
| 56 | Azure API Management azure.microsoft.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 2 first pick 0% | — | CHATGPT 14.3% | Claim |
| 57 | Built In builtin.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 6 first pick 0% | — | CLAUDE 7.1% | Claim |
| 58 | Harvestr | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 7 first pick 0% | — | CLAUDE 7.1% | Claim |
| 59 | Notion AI notion.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 7 first pick 0% | — | GROK 14.3% | Claim |
| 60 | Develop | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 15 first pick 0% | — | PERPLEXITY 5% | Claim |
| 61 | FullStory fullstory.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 19 first pick 0% | — | GROK 14.3% | Claim |
| 62 | TechRadar techradar.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 26 first pick 0% | — | CHATGPT 14.3% | Claim |
| 63 | Canva canva.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 38 first pick 0% | — | GROK 14.3% | Claim |
| 64 | ViaSocket viasocket.com | 1.5% 95% CI 0.3–7.9% 1 mentions · avg pos 55 first pick 0% | — | CHATGPT 14.3% | Claim |
| 65 | Azure SQL Serverless learn.microsoft.com | 1.5% 95% CI 0.3–7.9% 1 mentions first pick 0% | — | PERPLEXITY 5% | Claim |
| 66 | DigitalOcean digitalocean.com | 1.5% 95% CI 0.3–7.9% 1 mentions first pick 0% | — | PERPLEXITY 5% | Claim |
| 67 | GantPro ganttpro.com | 1.5% 95% CI 0.3–7.9% 1 mentions first pick 0% | — | PERPLEXITY 5% | Claim |
| 68 | SafetyCulture safetyculture.com | 1.5% 95% CI 0.3–7.9% 1 mentions first pick 0% | — | GROK 14.3% | Claim |
| 69 | Savio | 1.5% 95% CI 0.3–7.9% 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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