Reviews keep coming. You can't read them all. FrictionLens turns your 50 most recent into a Vibe Report: sentiment scores, churn drivers, and the handful of fixes that actually move retention. Then it keeps watching — weekly re-analysis, measured deltas, alerts in your inbox.
iOS & Android · 50 reviews
Five sentiment dimensions distilled into one shareable page. No dashboards to learn, no setup wizards.
Per-feature heatmap that tells engineering exactly what's broken. Each feature scored, trended, ranked.
AI extracts patterns hiding in 2-3 star reviews that nobody reads manually. The ones that predict users leaving.
Automatic before-and-after for every app version. Did the fix work? Did it break something new?
Head-to-head dimension scores against up to three competitors. Know where you lead and where you're vulnerable.
Prioritized recommendations with impact and effort estimates. Copy into Linear, ship, measure, repeat.
Search by name or paste a CSV of reviews. We handle both stores automatically.
Every review classified across five sentiment dimensions and scored for churn risk.
A shareable Vibe Report with friction heatmaps and prioritized action items.
Track any app you've analyzed and FrictionLens re-runs it on your schedule — pulling fresh reviews and measuring what actually changed against last week's baseline. No dashboard to remember. The delta comes to you.
Bring your own free Gemini key for unlimited analyses, or try 2 on us. No key needed. No credit card. No “contact sales.”
Free from Google AI Studio. Takes 30 seconds.
No credit card. Just search an app and see what your users really think.