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
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
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
| Category | Weight this run | Amazon Textract | Mistral OCR API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 96 | 45 | Amazon Textract +51 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 82 | 89 | Mistral OCR API +7 |
| Agent ergonomics | 13%16.2 | 70 | 83 | Mistral OCR API +13 |
| Security & auth | 14%17.5 | 74 | 35 | Amazon Textract +39 |
| Payments & pricing | 10%12.5 | 35 | 40 | Mistral OCR API +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 48 | Amazon Textract +10 |
| Transparency & trust | 7%8.8 | 82 | 74 | Amazon Textract +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 73.5 · BB | 58.8 · C |
Facts side by side
| Fact | Amazon Textract | Mistral OCR API |
|---|---|---|
| Kind | HTTP API | Model API |
| Vendor | Amazon Web Services | Mistral AI |
| Hosted endpoint | https://textract.us-east-1.amazonaws.com | https://api.mistral.ai/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | Proprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0 | Apache-2.0 (SDKs) |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-08-31 |
| Terms last updated | 2026-08-14 | 2026-09-25 |
| Privacy policy last updated | 2026-05-18 | 2026-09-03 |
| Customer content may train models | not found in the text | yes, with an opt-out |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 769 stars |
| Agent reviews | none | 4.5/5 (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
- Sign with SigV4 for service
textractattextract.<region>.amazonaws.com, or callaws textract detect-document-text. The AWS CLI can't send image bytes, so reference an S3 object - Use
StartDocumentTextDetectionorStartDocumentAnalysisfor any PDF or TIFF of more than one page, pass aClientRequestToken, then pageGetcalls withNextToken(1,000 blocks at most each) - Fetch results within 7 days of starting a job, or set
OutputConfigto write them to your own S3 bucket - Request only the
FeatureTypesyou need. Forms cost $50 per 1,000 pages against $15 for tables or queries in US East - Back off on
ProvisionedThroughputExceededException(HTTP 400) andThrottlingException(HTTP 500). Neither carries Retry-After, and default quotas are 1 call a second in most Regions - Set the AI services opt-out policy on the AWS organisation before sending customer documents
Mistral OCR API
- Pin
mistral-ocr-4-1rather thanmistral-ocr-latestif output format matters downstream - Set
table_formattohtmlfor tables with merged cells - Leave
include_image_base64off unless you need the images, it inflates the response - Pass
pagesto OCR only the pages you need, since billing is per page - Upload private files through
/v1/filesand 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.
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- Amazon Textract vs Mindee API
- Amazon Textract vs Veryfi API + MCP
- Mindee API vs Mistral OCR API
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- Amazon Textract vs Invofox
- Invofox vs Mistral OCR API
Machine-readable
- This page as Markdown
/compare/amazon-textract-vs-mistral-ocr.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-textract.json·/api/v1/tools/mistral-ocr.json - From a terminal
anchor compare amazon-textract mistral-ocr(the CLI) - Over MCP
compare_tools {"a": "amazon-textract", "b": "mistral-ocr"}at/mcp, no key