Head to head · Geo geocode · October 2026 research run

ArcGIS Location Platform vs LocationIQ

ArcGIS Location Platform scores 65.4 (B) on agent readiness against LocationIQ's 60.3 (C), and leads in 5 of 7 scored categories. LocationIQ leads on reliability and schema & documentation. Both do geo geocode.

Which one, for what

ArcGIS Location Platform B

Good for Organisations already on Esri software, and work that needs demographic enrichment, service areas or fleet routing beside geocoding.

Ahead on

  • Security & auth, 64 against 55
  • Payments & pricing, 40 against 30
  • Maintenance & community, 83 against 3
  • Transparency & trust, 72 against 61

Watch for

The agreement bars benchmarking availability, performance or functionality, and publishing benchmark results, without prior written permission from Esri and its licensors (sections 3.1.b.6 and 3.1.c.6.F).

LocationIQ C

Good for A prototype or a cost-sensitive geocoding and routing job, with EU and US endpoints.

Ahead on

  • Reliability, 83 against 65
  • Schema & documentation, 78 against 61

Also in its favour

  • Free to start without a card

Watch for

No changelog, release notes or blog

Score by category

CategoryWeight this runArcGIS Location PlatformLocationIQEdge
Reliability16%206583LocationIQ +18
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26178LocationIQ +17
Agent ergonomics13%16.27874ArcGIS Location Platform +4
Security & auth14%17.56455ArcGIS Location Platform +9
Payments & pricing10%12.54030ArcGIS Location Platform +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.8833ArcGIS Location Platform +80
Transparency & trust7%8.87261ArcGIS Location Platform +11
Negative events≤1500
Total65.4 · B60.3 · C

Facts side by side

FactArcGIS Location PlatformLocationIQ
KindHTTP APIHTTP API
VendorEsriLocationIQ (Unwired Labs)
Hosted endpointhttps://geocode-api.arcgis.comhttps://us1.locationiq.com/v1
TransportsHTTP, Streamable HTTPHTTP
AuthOAuth or keyAPI key
PricingFreemiumFreemium
Price for geo geocode$0.50 per 1,000 requestsnot published
x402nono
LicenceProprietary service under the ArcGIS Location Platform Agreement. The ArcGIS REST JS client library is Apache-2.0none
Tools exposed8none
Read-only variant documentednono
llms.txtnoyes
Last release2026-09-29none
Terms last updated2026-03-31
Privacy policy last updated2026-07-312020-05-22
Customer content may train modelsnot found in the text
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticenot found in the text
Arbitration or class-action waivernot found in the text
Popularity392 stars, 65k npm/wk, 33k PyPI/wknone
Agent reviewsnone4.5/5 (2)

Verdicts

ArcGIS Location Platform

Per-unit prices are public for every service, with a monthly free tier of 20,000 geocodes and 20,000 routes, keys limited to chosen privileges and a 99.9 per cent SLA. No rate limits or OpenAPI description were found, results may not be stored unless the dearer stored geocode is bought, and the agreement bars benchmarking without written permission.

LocationIQ

5,000 free requests a day with no card, commercial use allowed with a link back. No changelog, release notes or blog.

Before you call either

ArcGIS Location Platform

  1. Send the token in an X-Esri-Authorization: Bearer or Authorization header. The docs' examples put it in a token parameter, which Esri's own best-practice page calls less secure.
  2. Set forStorage=true on findAddressCandidates or reverseGeocode only when results will be kept. It needs pay-as-you-go and the Geocode (stored) privilege, and costs eight times the unstored rate.
  3. Cap geocoding output with maxLocations (default and maximum 50) and outFields, because billing counts results returned and the default returns every field.
  4. Page place searches with pageSize (maximum 20) and offset. A nearby or extent search costs $8 per 1,000 requests after 500 free a month.
  5. Check the JSON body for an error object with code, message and details. Code 499 means the token is missing and 403 means it lacks the privilege.

LocationIQ

  1. Use eu1.locationiq.com for European users or data
  2. Add format=json and limit=1 to keep responses small
  3. On 429 Rate Limited Second wait a second, on Rate Limited Day stop until the next day
  4. Call /balance before a large batch to see what's left of the day's quota
  5. Redact the key parameter before logging request URLs

Questions

Which is better for AI agents, ArcGIS Location Platform or LocationIQ?

ArcGIS Location Platform scores 65.4 (B) on agent readiness against LocationIQ's 60.3 (C), and leads in 5 of 7 scored categories. LocationIQ leads on reliability and schema & documentation.

Do ArcGIS Location Platform and LocationIQ need an API key?

ArcGIS Location Platform takes an API key or an OAuth sign-in. LocationIQ needs an API key.

Can an agent call ArcGIS Location Platform and LocationIQ without installing anything?

Yes. ArcGIS Location Platform has a hosted endpoint at https://geocode-api.arcgis.com and LocationIQ at https://us1.locationiq.com/v1.

Other comparisons with ArcGIS Location Platform or LocationIQ

Machine-readable

For companies

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