AI Rank leaderboard
Best user feedback widget — according to AI
We asked AI assistants 6 questions a real buyer would ask about user feedback widgets — “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 October 6, 2026).
| # | Product | AI answers mentioning it |
|---|---|---|
| 1 | Canny“the classic for feature requests, voting boards, and public roadmaps” | 5/6 |
| 2 | Hotjar“Combines feedback polls and surveys with heatmaps and session recordings” | 5/6 |
| 3 | Featurebase“a cheaper Canny alternative that's grown fast; includes a help center and changelog” | 4/6 |
| 4 | Usersnap“screenshot + annotation feedback, great for bug reports and QA” | 4/6 |
| 5 | Frill“clean, affordable widget with idea boards, announcements, and roadmaps” | 3/6 |
| 6 | BugHerd“visual feedback pinned to page elements, favored by agencies and web teams” | 3/6 |
| 7 | Sprig“in-product micro-surveys triggered by user behavior; strong for product teams” | 3/6 |
| 8 | Refiner“survey tool built for SaaS, integrates well with product analytics” | 3/6 |
| 9 | Formbricks“open-source, self-hostable survey and feedback tool” | 3/6 |
| 10 | UserVoice“heavier, more enterprise, good for larger orgs with formal feedback workflows” | 2/6 |
| 11 | Marker.io“pipes screenshots and feedback straight into your existing workflow” | 2/6 |
| 12 | Userback“Purpose-built for visual feedback with annotated screenshots and video” | 2/6 |
| 13 | Intercom“Puts feedback right inside your live chat and messenger” | 2/6 |
| 14 | Pastel“designed for lightweight website feedback with comments pinned to page elements” | 2/6 |
| 15 | Tally“Tally is free and takes five minutes” | 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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