Prompt

Need geospatial API with reverse geocoding and boundaries

Technology / API Platforms1 observationLast seen Oct 8, 2026

Latest observation

Oct 8, 2026OpenAI APIWeb search: off

If you need a geospatial API that supports reverse geocoding and boundaries/polygons, here are the best options depending on your needs:

Good API options

1. Google Maps Platform

  • Reverse geocoding: Yes
  • Boundaries: Limited; strong for administrative areas, but not ideal for custom boundary polygons
  • Pros: Very accurate, global coverage, easy to use
  • Cons: Can get expensive; boundary data is not as flexible as GIS-focused providers

2. Mapbox

  • Reverse geocoding: Yes
  • Boundaries: Yes, for some administrative boundaries and tilesets; also supports custom boundary layers
  • Pros: Developer-friendly, good maps and geocoding
  • Cons: Boundary datasets may require extra setup or paid data

3. HERE Geocoding & Search API

  • Reverse geocoding: Yes
  • Boundaries: Supports administrative boundaries and location layers
  • Pros: Strong global data, good enterprise support
  • Cons: More enterprise-oriented pricing and setup

4. OpenStreetMap-based services

Examples:

  • Nominatim (reverse geocoding)

  • Photon

  • Pelias

  • Reverse geocoding: Yes

  • Boundaries: Possible, but depends on the setup and data you load

  • Pros: Open-source, flexible, cheap/self-hostable

  • Cons: More maintenance, quality varies by region

5. Geoapify

  • Reverse geocoding: Yes
  • Boundaries: Yes, includes administrative boundaries
  • Pros: Simple API, good docs, decent pricing
  • Cons: Less powerful than big enterprise providers

If you specifically need boundaries

Look for APIs that can return:

  • country/state/city boundaries
  • postal code polygons
  • custom geofences
  • point-in-polygon queries

For this use case, Mapbox, HERE, or Geoapify are usually the most practical managed APIs.
If you need full control over boundary data, use:

  • PostGIS
  • OpenStreetMap + Nominatim/Pelias
  • Turf.js / Shapely for spatial checks

Recommended stacks by use case

Simple app / fast integration

  • Geoapify or Mapbox

Enterprise / global accuracy

  • HERE or Google Maps Platform

Cheapest / self-hosted

  • Nominatim + PostGIS + OpenStreetMap data

Custom boundaries/geofencing

  • PostGIS
  • GeoServer
  • Turf.js
  • Mapbox tilesets

Example capabilities to ask for

When comparing APIs, check whether they support:

  • reverse geocoding by lat/lon
  • administrative hierarchy (country, region, city, district)
  • boundary polygon output
  • point-in-polygon lookup
  • batch reverse geocoding
  • GeoJSON export
  • licensing for commercial use

If you want, I can also give you:

  1. a side-by-side comparison table, or
  2. API recommendations based on your budget and scale.

Observation history

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