AI Rank leaderboard
Best feature request board tool — according to AI
We asked AI assistants 6 questions a real buyer would ask about feature request board 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 September 14, 2026).
| # | Product | AI answers mentioning it |
|---|---|---|
| 1 | Canny“still the default choice for most SaaS teams. It handles feedback capture, upvoting, a public roadmap, and changelogs” | 6/6 |
| 2 | Featurebase“my pick if you want Canny-level functionality at a noticeably lower price” | 6/6 |
| 3 | Frill“a solid budget option with a nice modern interface, good for startups that want the essentials” | 6/6 |
| 4 | UserVoice“the enterprise option. Heavier, more expensive, but strong on segmentation, admin controls” | 4/6 |
| 5 | Productboard“the best tool if your real problem is prioritizing feedback rather than just collecting it” | 3/6 |
| 6 | GitHub Discussions“works as a lightweight feedback channel” | 3/6 |
| 7 | Linear“Linear's project and issue boards plus a public roadmap view can cover a lot of this” | 1/6 |
| 8 | Userback“Userback and FeatureOS both do this” | 1/6 |
| 9 | FeatureOS“Userback and FeatureOS both do this” | 1/6 |
| 10 | ProdPad“ProdPad is good if you want feedback tied to a fuller product roadmap” | 1/6 |
| 11 | Intercom“check whether their built-in feedback features are enough before adding another subscription” | 1/6 |
| 12 | Help Scout“check whether their built-in feedback features are enough before adding another subscription” | 1/6 |
| 13 | Notion“a simple Notion database” | 1/6 |
| 14 | Roadmap“Comes up for simpler, lighter-weight needs” | 1/6 |
| 15 | Fider“Open source, you can self-host for free or use their cloud plan” | 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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