Turn user feedback into
features and user stories in minutes.
Paste feedback, group it into themes, and generate epics your team can actually build. Stop guessing what to build next. Structure feedback into clear product decisions.
Built for product teams who need clarity, not more tools.
From feedback to roadmap.
This is how a real product team would turn 10,000 reviews into a roadmap in minutes.
(Using Spotify as a live example)
Users are frustrated that "Start Radio" keeps playing the same 20 songs repeatedly instead of discovering new music.
Lyrics often freeze or are out of sync with the audio track, especially on Android devices.
The AI DJ voice keeps making the same jokes and transitions. Users want more variety or a way to disable the voice.
High demand for lossless audio quality to compete with Apple Music and Tidal.
Why not just use ChatGPT?
ChatGPT answers questions. AppFloat builds your backlog. You can use standard AI, but you will spend PM time rewriting prompts. Here's why.
With standard AI chat
Zero memory
Every prompt starts from zero. Output depends entirely on how you construct the prompt.
No continuity
Paste feedback -> write prompt -> get output -> repeat -> lose context.
Just text, no system
Nothing becomes a reusable backlog. ChatGPT answers questions; it doesn't build direction.
With AppFloat
Built for this workflow
Add feedback -> system groups patterns -> your backlog updates automatically.
Maintains consistency
Keeps feedback organized over time, generating consistent epics and stories every single day.
Enforces product structure
We force the AI to return structured Themes, Epics, Features, and ready-to-build User Stories.
See the transformation.
Raw Input (Your Feedback)
"I keep forgetting to reorder"
"Checkout is confusing when I just want the same thing."
"I want faster repeat orders"
Output (Your Backlog)
Theme: Reordering friction
Epic: Improve repeat purchase experience
Feature: Quick reorder button
User Story: As a repeat user, I want to reorder in one tap so I save time checkout out.
Dead simple.
1. Add feedback
Paste reviews, tickets, or notes directly into your workspace.
2. See patterns
Grouped into themes automatically.
3. Build
Generate epics and user stories instantly.
Who this is for
Product Managers
For POs and PMs who need to turn messy feedback into clear product roadmaps.
Founders
For startup founders validating ideas continuously with limited time to analyze feedback.
Cross-functional Teams
For product teams sitting on lots of user feedback but struggling with a clear direction.
Trusted by Product Teams
"I used to spend 2 days a month categorizing support tickets. AppFloat does it in 30 seconds. It's actually magic."
Sarah Jenkins
Product Lead @ FinTech Co"The MoSCoW prioritization board is a lifesaver. It helped us say 'no' to a feature that 5% of users wanted but 90% didn't care about."
David Chen
Indie Developer"Finally, a tool that understands nuance. It doesn't just say 'negative', it tells me 'negative because of login latency'."
