Geographic data without constant external searches
- Decision
- Precompute a global tiled geographic layer instead of relying on live queries.
- Outcome
- 21.8 million points transformed into 2,292,970 tiles, with none missing in the final audit.
WEB + MOBILE PRODUCT
Mappu creates AI itineraries, lets people explore a city on a map, and provides audio guides. I handled product, design, frontend, backend, the iOS and Android apps, and release.

At a glance
Mappu is live with accounts, payments, content, and analytics across the web and both app stores. I continue to handle releases, maintenance, and technical decisions after deployment.
Problem and decisions
Trip planning often ended as a list, then the trip still required maps, notes, reviews, and new searches. Mappu carries the same context from itinerary to map to a guide people can read or listen to.
What it does
The experience runs from planning on the web to exploring on mobile.



Public itineraries and audio guides show what the product generates.
My role

PRODUCTION WORK
Web, apps, AI, and payments continue to affect timing, cost, and maintenance after release.
For your project
I take the work through release without losing sight of the rest of the product.
Tell me about the project