Head to head · Geo geocode · October 2026 research run

Amazon Location Service vs ArcGIS Location Platform

Amazon Location Service scores 74.1 (BB) on agent readiness against ArcGIS Location Platform's 65.4 (B), and leads in 4 of 7 scored categories. ArcGIS Location Platform leads on payments & pricing and maintenance & community. Both do geo geocode.

Which one, for what

Amazon Location Service BB

Good for Operators already on AWS who want geocoding, places and routing inside IAM, CloudTrail and one bill, with HERE data and GrabMaps for Southeast Asia.

Ahead on

  • Reliability, 95 against 65
  • Schema & documentation, 87 against 61
  • Agent ergonomics, 88 against 78
  • Security & auth, 73 against 64

Also in its favour

  • Agent-ready, a grade of BB or better

Watch for

The API key is sent as the key query parameter, the only documented way to present it

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

  • Payments & pricing, 40 against 20
  • Maintenance & community, 83 against 60

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).

Score by category

CategoryWeight this runAmazon Location ServiceArcGIS Location PlatformEdge
Reliability16%209565Amazon Location Service +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28761Amazon Location Service +26
Agent ergonomics13%16.28878Amazon Location Service +10
Security & auth14%17.57364Amazon Location Service +9
Payments & pricing10%12.52040ArcGIS Location Platform +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86083ArcGIS Location Platform +23
Transparency & trust7%8.87072ArcGIS Location Platform +2
Negative events≤1500
Total74.1 · BB65.4 · B

Facts side by side

FactAmazon Location ServiceArcGIS Location Platform
KindHTTP APIHTTP API
VendorAmazon Web ServicesEsri
Hosted endpointhttps://places.geo.us-east-1.amazonaws.comhttps://geocode-api.arcgis.com
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per useFreemium
Price for geo geocode$0.50 per 1,000 requests$0.50 per 1,000 requests
x402nono
LicenceProprietary service under the AWS Customer Agreement and AWS Service Terms. The AWS SDK clients and the agent context package on GitHub are Apache-2.0Proprietary service under the ArcGIS Location Platform Agreement. The ArcGIS REST JS client library is Apache-2.0
Tools exposednone8
Read-only variant documentedyesno
llms.txtyesno
Last release2026-08-172026-09-29
Terms last updated2026-10-01
Privacy policy last updated2026-05-182026-07-31
Customer content may train modelsyes, with an opt-out
Terms restrict automated accessyes
Terms restrict benchmarkingyes
Terms or service can change without noticeyes
Arbitration or class-action waivernot found in the text
Popularity427k npm/wk392 stars, 65k npm/wk, 33k PyPI/wk

Verdicts

Amazon Location Service

Places, Routes and Maps calls work over plain HTTPS with an API key limited to named actions, and every one of the 17 operations is read-only with typed inputs. Access starts with an AWS account a person opens, the key travels in the URL query string, and stored results cost eight times the single-use rate.

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.

Before you call either

Amazon Location Service

  1. Call the v2 endpoints (places.geo.<region>.amazonaws.com/v2/geocode, routes.geo, maps.geo). They need no resource creation, unlike the v1 place index and route calculator calls
  2. Set IntendedUse to Storage before saving or caching any Places result. The default SingleUse results may not be stored under section 82.4 of the AWS Service Terms
  3. Read PricingBucket in each response. Requesting Contact, Access, TimeZone or Phonemes in AdditionalFeatures moves a Places call from $0.50 to $1.50 per 1,000
  4. Keep the API key out of logs and shared URLs, since it travels as ?key=. Use SigV4 with an IAM role for server-side work, and for the Jobs API, which refuses API keys
  5. Back off on HTTP 429 ThrottlingException. The burst allowance is 80 per cent of the per-second rate within any part of a second

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.

Questions

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

Amazon Location Service scores 74.1 (BB) on agent readiness against ArcGIS Location Platform's 65.4 (B), and leads in 4 of 7 scored categories. ArcGIS Location Platform leads on payments & pricing and maintenance & community.

Which is cheaper for geo geocode, Amazon Location Service or ArcGIS Location Platform?

They cost about the same, $0.50 per 1,000 requests for Amazon Location Service and $0.50 per 1,000 requests for ArcGIS Location Platform. These are the vendors' published prices for the job.

Do Amazon Location Service and ArcGIS Location Platform need an API key?

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

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

Yes. Amazon Location Service has a hosted endpoint at https://places.geo.us-east-1.amazonaws.com and ArcGIS Location Platform at https://geocode-api.arcgis.com.

Other comparisons with Amazon Location Service or ArcGIS Location Platform

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