Review to Feature Mapper
Turn app store and G2 reviews into a prioritized feature backlog — free
Paste reviews from any source and get a grouped feature request list with demand scores, so you can build what users actually want instead of what you assume.
Get your result in under 10 seconds.
No account required
Example output
How It Works
Paste Input
Copy and paste your data into the input field
Get Result
Instant results in under 10 seconds
Share
Copy result or share a direct link
The Problem
Reading 500 reviews to extract feature requests takes a full sprint
Gut-feel roadmaps get challenged in every stakeholder meeting without data
What It Does
Request Clustering
Groups similar feature requests using semantic similarity into named themes.
Demand Scoring
Scores each theme by mention frequency and sentiment intensity.
User Story Output
Auto-generates a "As a user, I want…" story for each top-ranked theme.
CSV Backlog Export
Downloads the prioritized list as a CSV ready to import into Jira or Linear.
Share your result
Every result gets a unique shareable link. Show your colleagues.
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Browse all products →Frequently Asked Questions
Where can I get review text to paste?
App Store Connect exports, G2 CSV downloads, or copy-paste from any review page work fine.
How accurate is the clustering?
Clustering uses TF-IDF + cosine similarity. Accuracy is high for 50+ reviews; fewer reviews may over-cluster.