Category
AI customer feedback software: what they are and who makes them
text analytics for open feedback, feedback boards for product teams, product management suites, enterprise and reputation platforms: Thematic, Enterpret, Usersnap through Hotjar.
Types of AI customer feedback software
Text analytics for open feedback
Thematic and Enterpret read comments, tickets and reviews from many sources and return themes with sentiment. They suit CX and insights teams with a backlog of verbatims, and they expect an onboarding project and a contract rather than a credit card sign-up.
Feedback boards for product teams
Canny, UserVoice and Usersnap give customers a place to submit and vote on requests, then add AI capture or sentiment tagging. They suit software companies whose main question is which feature to build next, and many start at modest monthly prices.
Product management suites
Productboard combines feedback analysis with roadmaps, specs and prioritization. It fits product managers who want feedback tied to planning in one workspace, though the analysis is a feature of a larger system rather than a separate product, and the contract is sized for that wider scope.
Enterprise and reputation platforms
Medallia and Qualtrics cover customer, employee and research programs at global scale, while Birdeye and Sprig serve review-driven local businesses and survey-led research teams. Each expects a sales process and a longer rollout, and none of them posts a price list on the pages read for this ranking, so budgeting begins with a call.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| Thematic | Thematic | New Zealand | Paid |
| Enterpret | Enterpret | United States | Paid |
| Usersnap | Usersnap GmbH | Austria | Trial + API |
| Canny | Canny | United States | Free tier + API |
| UserVoice | UserVoice | United States | Paid + API |
| Sprig | Sprig Inc. | United States | Paid |
| Productboard | Productboard Inc. | United States | Paid + API |
| Birdeye | Birdeye Inc. | United States | Paid + API |
| Medallia | Medallia | United States | Paid + API |
| Qualtrics | Qualtrics | United States | Paid + API |
| Dovetail | Dovetail Research Pty. Ltd. | Australia | Free tier + API |
| Hotjar | Contentsquare (Hotjar brand) | France | Free tier + API |
