Prompt
What should I use for geolocation and maps data?
Latest observation
Oct 8, 2026
OpenAI APIWeb search: off
It depends on what you mean by “geolocation and maps data,” but here’s a practical way to choose:
If you need map display + search + directions
Use a map platform/API:
- Google Maps Platform — best all-around coverage, POI search, directions, geocoding, traffic; expensive at scale.
- Mapbox — very customizable maps, good developer experience, flexible styling.
- HERE — strong routing, logistics, fleet use cases.
- TomTom — good for navigation/routing and automotive-oriented products.
- OpenStreetMap (OSM) — open data source; usually paired with another service for tiles, geocoding, routing.
If you need geocoding / reverse geocoding
Use:
- Google Geocoding API
- Mapbox Geocoding
- HERE Geocoding
- Nominatim (OSM-based; good for low-volume/open-source use, but not ideal for heavy production unless self-hosted)
If you need routing / travel times
Use:
- Google Directions / Distance Matrix
- Mapbox Directions
- HERE Routing
- OSRM / GraphHopper if you want open-source/self-hosted options
If you need location tracking / coordinates from devices
Use:
- Browser Geolocation API for web
- iOS Core Location
- Android Fused Location Provider
- For backend/device telemetry, store raw lat/lng + timestamp in your DB and optionally use a geospatial database.
If you need to store/query location data
Use a geospatial database:
- PostgreSQL + PostGIS — the most common and powerful choice
- MongoDB geospatial indexes — if you’re already on MongoDB
- BigQuery GIS / Snowflake GIS — for analytics at scale
If you want open-source / self-hosted
Good stack:
- OpenStreetMap data
- PostGIS for storage/query
- Nominatim for geocoding
- OSRM or GraphHopper for routing
- MapLibre for map rendering
Quick recommendations
- Startup / fastest to ship: Google Maps or Mapbox
- Need open data and lower vendor lock-in: OpenStreetMap + PostGIS + MapLibre
- Need routing/logistics: HERE, Google, or OSRM/GraphHopper
- Need analytics on location data: PostGIS
If you tell me:
- web/mobile/backend,
- whether you need maps, search, routing, or tracking,
- your budget and scale,
I can recommend a specific stack.