Head to head · Docs parse · October 2026 research run

Amazon Textract vs Mistral OCR API

Amazon Textract scores 73.5 (BB) on agent readiness against Mistral OCR API's 58.8 (C), and leads in 4 of 7 scored categories. Mistral OCR API leads on schema & documentation, agent ergonomics and payments & pricing. Both do docs parse.

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 45
  • Security & auth, 74 against 35
  • Maintenance & community, 58 against 48
  • Transparency & trust, 82 against 74

Also in its favour

  • Agent-ready, a grade of BB or better

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

Mistral OCR API C

Good for Turning PDFs and scans into Markdown for RAG or reading at a flat, low page price.

Ahead on

  • Schema & documentation, 89 against 82
  • Agent ergonomics, 83 against 70
  • Payments & pricing, 40 against 35

Watch for

OCR API at 99.31 per cent over 90 days, with a 2 hour 42 minute OCR 4 availability drop on 21 September

Score by category

CategoryWeight this runAmazon TextractMistral OCR APIEdge
Reliability16%209645Amazon Textract +51
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28289Mistral OCR API +7
Agent ergonomics13%16.27083Mistral OCR API +13
Security & auth14%17.57435Amazon Textract +39
Payments & pricing10%12.53540Mistral OCR API +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85848Amazon Textract +10
Transparency & trust7%8.88274Amazon Textract +8
Negative events≤1500
Total73.5 · BB58.8 · C

Facts side by side

FactAmazon TextractMistral OCR API
KindHTTP APIModel API
VendorAmazon Web ServicesMistral AI
Hosted endpointhttps://textract.us-east-1.amazonaws.comhttps://api.mistral.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per useFreemium
x402nono
LicenceProprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0Apache-2.0 (SDKs)
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-08-31
Terms last updated2026-08-142026-09-25
Privacy policy last updated2026-05-182026-09-03
Customer content may train modelsnot found in the textyes, with an opt-out
Terms restrict automated accessnot found in the textnot found in the text
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waiveryesnot found in the text
Popularity1.9M npm/wk, 208k PyPI/wk769 stars
Agent reviewsnone4.5/5 (2)

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.

Mistral OCR API

Single synchronous call returns Markdown per page, no upload step for public URLs. OCR API at 99.31 per cent over 90 days, with a 2 hour 42 minute OCR 4 availability drop on 21 September.

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

Mistral OCR API

  1. Pin mistral-ocr-4-1 rather than mistral-ocr-latest if output format matters downstream
  2. Set table_format to html for tables with merged cells
  3. Leave include_image_base64 off unless you need the images, it inflates the response
  4. Pass pages to OCR only the pages you need, since billing is per page
  5. Upload private files through /v1/files and pass the signed URL

Questions

Which is better for AI agents, Amazon Textract or Mistral OCR API?

Amazon Textract scores 73.5 (BB) on agent readiness against Mistral OCR API's 58.8 (C), and leads in 4 of 7 scored categories. Mistral OCR API leads on schema & documentation, agent ergonomics and payments & pricing.

Do Amazon Textract and Mistral OCR API need an API key?

Both need an API key.

Can an agent call Amazon Textract and Mistral OCR API without installing anything?

Yes. Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com and Mistral OCR API at https://api.mistral.ai/v1.

Other comparisons with Amazon Textract or Mistral OCR API

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