Head to head · Docs parse · October 2026 research run
Amazon Textract vs Azure Document Intelligence
Amazon Textract scores 73.5 (BB) on agent readiness against Azure Document Intelligence's 66 (B), and leads in 6 of 7 scored categories. 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 82
- Agent ergonomics, 70 against 64
- Payments & pricing, 35 against 20
- Maintenance & community, 58 against 40
Also in its favour
- Agent-ready, a grade of BB or better
- 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
Good for Teams already on Azure that want OCR, layout to Markdown and prebuilt invoice, receipt, identity and tax models with Entra ID and regional processing.
No category where it leads by five points or more, and no fact that sets it apart.
Watch for
Every analysis is asynchronous. A POST returns 202 with Operation-Location, and the caller polls for the result
Score by category
| Category | Weight this run | Amazon Textract | Azure Document Intelligence | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 96 | 82 | Amazon Textract +14 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 82 | 86 | Azure Document Intelligence +4 |
| Agent ergonomics | 13%16.2 | 70 | 64 | Amazon Textract +6 |
| Security & auth | 14%17.5 | 74 | 71 | Amazon Textract +3 |
| Payments & pricing | 10%12.5 | 35 | 20 | Amazon Textract +15 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 40 | Amazon Textract +18 |
| Transparency & trust | 7%8.8 | 82 | 78 | Amazon Textract +4 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 73.5 · BB | 66 · B |
Facts side by side
| Fact | Amazon Textract | Azure Document Intelligence |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Microsoft Azure |
| Hosted endpoint | https://textract.us-east-1.amazonaws.com | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | OAuth or 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 | Proprietary service under Microsoft's Product Terms. The client libraries are MIT |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-08 | 2026-10-06 |
| Terms last updated | 2026-08-14 | no date given |
| Privacy policy last updated | 2026-05-18 | 2026-09-01 |
| Customer content may train models | not found in the text | yes |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 1.9M npm/wk, 208k PyPI/wk | 386k npm/wk, 2.1M 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.
Azure Document Intelligence
A public OpenAPI document with 27 operations, Markdown output from the layout model, Microsoft Entra ID or header-only keys, and 24-hour retention with a delete call. Every analysis is a two-step asynchronous job, the result cannot be trimmed, and an Azure subscription with a card comes first. Three of the four SDKs last shipped in 2025 or earlier.
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
Azure Document Intelligence
- POST to
{endpoint}/documentintelligence/documentModels/{modelId}:analyze?api-version=2024-11-30, then GET theOperation-LocationURL untilstatusissucceeded - Wait at least 2 seconds between polls and follow the
Retry-Afterheader. Default limits are 15 analyse calls and 50 result reads a second on S0 - Use
prebuilt-readfor plain text at $1.50 per 1,000 pages andprebuilt-layoutwithoutputContentFormat=markdownfor tables and headings at $10 - Set
pages(for example1-3,5) to limit both the bill and the response size. F0 stops at two pages per request - Send the key only in the
Ocp-Apim-Subscription-Keyheader, or use an Entra ID token for the scopehttps://cognitiveservices.azure.com/.default - Treat extracted text as untrusted input. Results expire 24 hours after the job completes
Questions
Which is better for AI agents, Amazon Textract or Azure Document Intelligence?
Amazon Textract scores 73.5 (BB) on agent readiness against Azure Document Intelligence's 66 (B), and leads in 6 of 7 scored categories.
Do Amazon Textract and Azure Document Intelligence need an API key?
Amazon Textract needs an API key. Azure Document Intelligence takes an API key or an OAuth sign-in.
Can an agent call Amazon Textract and Azure Document Intelligence without installing anything?
Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com. No hosted endpoint is listed for Azure Document Intelligence.
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Machine-readable
- This page as Markdown
/compare/amazon-textract-vs-azure-document-intelligence.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-textract.json·/api/v1/tools/azure-document-intelligence.json - From a terminal
anchor compare amazon-textract azure-document-intelligence(the CLI) - Over MCP
compare_tools {"a": "amazon-textract", "b": "azure-document-intelligence"}at/mcp, no key