Stop guessing what
to build next.
AppFloat analyzes thousands of App Store reviews in seconds to tell you exactly what features your users are begging for.
Built for product teams who need to prioritize with evidence, not gut feeling.
Your User Feedback, Decoded.
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.
Manual analysis is killing your velocity.
You're sitting on a goldmine of user feedback, but you don't have time to read 10,000 reviews manually. So you guess.
The Old Way
Spreadsheet Hell
Copy-pasting CSVs and manually tagging rows for hours.
Gut-Feeling Decisions
Prioritizing features because "the CEO said so" or "it feels right."
Missed Signals
Ignoring the silent majority of users who leave negative reviews and churn.
The AppFloat Way
Instant Intelligence
Connect your sources and get a prioritized roadmap in seconds.
Evidence-Based Strategy
"We built X because 4,500 users mentioned it negatively impacting retention."
Topic Clustering
AI automatically groups similar feedback so you see the big picture immediately.
From Chaos to Clarity in 3 Steps.
1. Connect Sources
Paste your App Store URL, Google Play link, or upload a CSV. We fetch the data automatically.
2. AI Analysis
Our engine reads every review, categorizes themes, and assigns sentiment scores to feature requests.
3. Prioritize
Get a clear MoSCoW board (Must, Should, Could, Won't) generated for you. Push straight to Jira.
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'."