AI Rank leaderboard
Best public product roadmap tool — according to AI
We asked AI assistants 6 questions a real buyer would ask about public product roadmap tools — “what's the best?”, “what would you recommend for a small business?”, “what's a good affordable option?” — and counted which products the AI actually named. This is what the models recommend today (last checked August 24, 2026).
| # | Product | AI answers mentioning it |
|---|---|---|
| 1 | Canny“Canny is the gold standard if you want your public roadmap to be a two-way street.” | 6/6 |
| 2 | Productboard“Productboard is the industry standard for product teams that want to share a polished, customizable public roadmap while keeping internal prioritization intact.” | 6/6 |
| 3 | Aha!“Aha! is the heavyweight. It has a dedicated 'Ideas Portal' that you can make public, with voting, comments, and a roadmap view.” | 3/6 |
| 4 | Pendo“Pendo is perfect for product-led growth companies that want to embed a public roadmap directly inside the app while also tracking feature adoption and in-app an” | 3/6 |
| 5 | Notion“Notion (with a public share link) are common DIY picks, but they lack the dedicated voting and feedback loop that make Canny the top recommendation.” | 3/6 |
| 6 | Featurebase“Featurebase is a newer, cheaper alternative that looks just as sleek, with built-in changelog, voting, and a public roadmap widget.” | 2/6 |
| 7 | GitHub Projects“GitHub Projects (with public views) – Best for developer-centric teams that already live in GitHub and want a lightweight, free, and transparent roadmap that li” | 2/6 |
| 8 | Beamer“Beamer is a lightweight but polished option. Your roadmap is a simple, visual timeline, and you can also push updates to users via email, Slack, or in-app notif” | 1/6 |
| 9 | Fider“Fider (open-source, self-hosted) or Featurebase (free tier with a public board) work well.” | 1/6 |
Methodology & honesty notes
Counts come from asking an AI model 6 standardized buyer questions and extracting the products it names — model knowledge, not live web search, and small samples move week to week. Treat position as directional, not a verdict. Not sponsored; no product can pay to appear here.
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