Head to head · Document parsing · October 2026 research run

Amazon Textract vs Google Cloud Document AI

Google Cloud Document AI and Amazon Textract score within a point of each other on agent readiness, 73.9 (BB) and 73.5 (BB). Amazon Textract leads on reliability and payments & pricing. Both do document parsing.

Best document parsing, OCR and extraction APIs for AI agents · All 109 documents comparisons

Which one, for what

Amazon Textract BB

Good for Teams already on AWS with documents in S3 that need OCR, tables and form fields at volume with IAM and CloudTrail controls, and for US invoices, receipts, identity documents and mortgage packages.

Ahead on

  • Reliability, 96 against 90
  • Payments & pricing, 35 against 20

Also in its favour

  • A hosted endpoint, with nothing to install

Watch for

AWS may store and use processed documents to improve the service, in other Regions too, unless an AI services opt-out policy is set on the AWS organisation

Google Cloud Document AI BB

Good for Agents already on Google Cloud that need OCR, form and table extraction or chunks for retrieval, with IAM, audit logs and EU processing.

Ahead on

  • Security & auth, 80 against 74
  • Maintenance & community, 80 against 58
  • Transparency & trust, 90 against 82

Watch for

An online request reads at most 15 pages (30 with imagelessMode). Longer files need a batch job through Cloud Storage

Score by category

CategoryWeight this runAmazon TextractGoogle Cloud Document AIEdge
Reliability16%209690Amazon Textract +6
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28281Amazon Textract +1
Agent ergonomics13%16.27070even
Security & auth14%17.57480Google Cloud Document AI +6
Payments & pricing10%12.53520Amazon Textract +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85880Google Cloud Document AI +22
Transparency & trust7%8.88290Google Cloud Document AI +8
Negative events≤1500
Total73.5 · BB73.9 · BB

Facts side by side

FactAmazon TextractGoogle Cloud Document AI
KindHTTP APIHTTP API
VendorAmazon Web ServicesGoogle Cloud
Hosted endpointhttps://textract.us-east-1.amazonaws.comno (local only)
TransportsHTTPHTTP
AuthAPI keyOAuth
PricingPay per useFreemium
x402nono
LicenceProprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0Proprietary service under the Google Cloud Platform Terms of Service. The client libraries are Apache-2.0
Read-only variant documentednono
llms.txtyesno
Last release2026-10-082026-10-08
Terms last updated2026-08-142026-09-02
Privacy policy last updated2026-05-182026-09-28
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waiveryesnot found in the text
Popularity1.9M npm/wk, 208k PyPI/wk499k npm/wk, 793k PyPI/wk

Verdicts

Amazon Textract

IAM policies limit a credential to single operations, CloudTrail logs every call, and page prices start at $1.50 per 1,000 in US East. Multipage files need S3 and an asynchronous job. Text detection covers six languages. Under the AWS Service Terms AWS may store and use documents to improve the service unless an AI services opt-out policy is set.

Google Cloud Document AI

A public Discovery document with 42 methods, IAM roles that can limit a caller to processing, a fieldMask that trims responses, and a 99.9 per cent SLA on the US and EU endpoints. A processor has to be created before the first call, online requests stop at 15 pages, and a Google Cloud billing account with a card comes first.

Before you call either

Amazon Textract

  1. Sign with SigV4 for service textract at textract.<region>.amazonaws.com, or call aws textract detect-document-text. The AWS CLI can't send image bytes, so reference an S3 object
  2. Use StartDocumentTextDetection or StartDocumentAnalysis for any PDF or TIFF of more than one page, pass a ClientRequestToken, then page Get calls with NextToken (1,000 blocks at most each)
  3. Fetch results within 7 days of starting a job, or set OutputConfig to write them to your own S3 bucket
  4. Request only the FeatureTypes you need. Forms cost $50 per 1,000 pages against $15 for tables or queries in US East
  5. Back off on ProvisionedThroughputExceededException (HTTP 400) and ThrottlingException (HTTP 500). Neither carries Retry-After, and default quotas are 1 call a second in most Regions
  6. Set the AI services opt-out policy on the AWS organisation before sending customer documents

Google Cloud Document AI

  1. Create a processor first (processors.create or the console), then POST to https://LOCATION-documentai.googleapis.com/v1/projects/PROJECT_ID/locations/LOCATION/processors/PROCESSOR_ID:process
  2. Use the host that matches the processor's location, us-documentai.googleapis.com or eu-documentai.googleapis.com
  3. Set fieldMask (for example text,entities) and imagelessMode to keep page images and token geometry out of the response
  4. Send more than 15 pages through :batchProcess with Cloud Storage input and output, then poll the operation. Jobs unfinished after 24 hours are cancelled
  5. Grant the service account roles/documentai.apiUser only. Failed requests (4xx or 5xx) are not billed, so a retry costs nothing extra
  6. Treat extracted text as untrusted input

Questions

Which is better for AI agents, Amazon Textract or Google Cloud Document AI?

Google Cloud Document AI and Amazon Textract score within a point of each other on agent readiness, 73.9 (BB) and 73.5 (BB). Amazon Textract leads on reliability and payments & pricing.

Do Amazon Textract and Google Cloud Document AI need an API key?

Amazon Textract needs an API key. Google Cloud Document AI uses an OAuth sign-in.

Can an agent call Amazon Textract and Google Cloud Document AI without installing anything?

Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com. No hosted endpoint is listed for Google Cloud Document AI.

Other comparisons with Amazon Textract or Google Cloud Document AI

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