MatchPoint — Location-based Dating App
- Problem
- Discovery slowed to a crawl past a few hundred thousand profiles, and the match feed felt random to users in dense cities.
- Solution
- A geospatial index with a scored ranking pipeline, cached candidate sets, and a feedback loop that learns from swipe and reply behaviour.
- Result
- Delivered measurable gains across key performance metrics.
MatchPoint — product interface



