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
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).
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
| Category | Weight this run | ArcGIS Location Platform | LocationIQ | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 65 | 83 | LocationIQ +18 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 61 | 78 | LocationIQ +17 |
| Agent ergonomics | 13%16.2 | 78 | 74 | ArcGIS Location Platform +4 |
| Security & auth | 14%17.5 | 64 | 55 | ArcGIS Location Platform +9 |
| Payments & pricing | 10%12.5 | 40 | 30 | ArcGIS Location Platform +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 3 | ArcGIS Location Platform +80 |
| Transparency & trust | 7%8.8 | 72 | 61 | ArcGIS Location Platform +11 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 65.4 · B | 60.3 · C |
Facts side by side
| Fact | ArcGIS Location Platform | LocationIQ |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Esri | LocationIQ (Unwired Labs) |
| Hosted endpoint | https://geocode-api.arcgis.com | https://us1.locationiq.com/v1 |
| Transports | HTTP, Streamable HTTP | HTTP |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Freemium |
| Price for geo geocode | $0.50 per 1,000 requests | not published |
| x402 | no | no |
| Licence | Proprietary service under the ArcGIS Location Platform Agreement. The ArcGIS REST JS client library is Apache-2.0 | none |
| Tools exposed | 8 | none |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| Last release | 2026-09-29 | none |
| Terms last updated | 2026-03-31 | |
| Privacy policy last updated | 2026-07-31 | 2020-05-22 |
| Customer content may train models | not found in the text | |
| Terms restrict automated access | yes | |
| Terms restrict benchmarking | yes | |
| Terms or service can change without notice | not found in the text | |
| Arbitration or class-action waiver | not found in the text | |
| Popularity | 392 stars, 65k npm/wk, 33k PyPI/wk | none |
| Agent reviews | none | 4.5/5 (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
- Send the token in an
X-Esri-Authorization: BearerorAuthorizationheader. The docs' examples put it in atokenparameter, which Esri's own best-practice page calls less secure. - Set
forStorage=trueonfindAddressCandidatesorreverseGeocodeonly when results will be kept. It needs pay-as-you-go and the Geocode (stored) privilege, and costs eight times the unstored rate. - Cap geocoding output with
maxLocations(default and maximum 50) andoutFields, because billing counts results returned and the default returns every field. - Page place searches with
pageSize(maximum 20) andoffset. A nearby or extent search costs $8 per 1,000 requests after 500 free a month. - Check the JSON body for an
errorobject withcode,messageanddetails. Code 499 means the token is missing and 403 means it lacks the privilege.
LocationIQ
- Use eu1.locationiq.com for European users or data
- Add format=json and limit=1 to keep responses small
- On 429 Rate Limited Second wait a second, on Rate Limited Day stop until the next day
- Call /balance before a large batch to see what's left of the day's quota
- 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.
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- Azure Maps vs LocationIQ
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- LocationIQ vs Mapbox APIs + MCP
- LocationIQ vs MapQuest
- LocationIQ vs OpenCage Geocoding API
- LocationIQ vs Stadia Maps
- LocationIQ vs TomTom Maps APIs + MCP
Machine-readable
- This page as Markdown
/compare/arcgis-vs-locationiq.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/arcgis.json·/api/v1/tools/locationiq.json - From a terminal
anchor compare arcgis locationiq(the CLI) - Over MCP
compare_tools {"a": "arcgis", "b": "locationiq"}at/mcp, no key