Head to head · Docs parse · October 2026 research run

Amazon Textract vs OpenDocRouter

Amazon Textract scores 73.5 (BB) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 4 of 7 scored categories. OpenDocRouter leads on agent ergonomics and maintenance & community. 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 43
  • Security & auth, 74 against 40
  • Payments & pricing, 35 against 30
  • Transparency & trust, 82 against 47

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

OpenDocRouter C

Good for Agents that need page-level markdown from PDFs and images and want to choose or compare models on price and published benchmark scores with one key.

Ahead on

  • Agent ergonomics, 84 against 70
  • Maintenance & community, 65 against 58

Watch for

Launched on 7 October 2026. The domain was registered on 23 September 2026 and both SDKs have one release, 1.0.0

Score by category

CategoryWeight this runAmazon TextractOpenDocRouterEdge
Reliability16%209643Amazon Textract +53
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28285OpenDocRouter +3
Agent ergonomics13%16.27084OpenDocRouter +14
Security & auth14%17.57440Amazon Textract +34
Payments & pricing10%12.53530Amazon Textract +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85865OpenDocRouter +7
Transparency & trust7%8.88247Amazon Textract +35
Negative events≤1500
Total73.5 · BB56.6 · C

Facts side by side

FactAmazon TextractOpenDocRouter
KindHTTP APIHTTP API
VendorAmazon Web ServicesLlamaIndex
Hosted endpointhttps://textract.us-east-1.amazonaws.comhttps://www.opendocrouter.ai/v1
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
Price for docs parsenot published$0.80 per 1,000 pages
x402nono
LicenceProprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0Proprietary service under the LlamaIndex Terms of Service with an OpenDocRouter addendum. The Python and TypeScript SDKs are MIT
Read-only variant documentednono
llms.txtyesno
Last release2026-10-082026-10-07
Terms last updated2026-08-142026-10-07
Privacy policy last updated2026-05-182024-03-30
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 textyes
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waiveryesyes
Popularity1.9M npm/wk, 208k PyPI/wk127 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.

OpenDocRouter

One endpoint reaches 11 parsing models, each with a dated recipe version, a published token price and a ParseBench score, and failed pages aren't charged. The service launched on 7 October 2026, so it has no status page, incident history, SLA or changelog yet, and no key scopes were found in the reviewed documentation.

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

OpenDocRouter

  1. Call GET /v1/models first, which needs no key, and choose a model by avg_charge_per_page_usd and its ParseBench scores. Send its id as model
  2. Send cache: true on any request you might repeat. Without it the markdown exists only in the POST response and a resend is charged as a new request
  3. Raise the SDK timeout above its 60-second default for sync parses. Pages can run for 270 seconds and the SDKs retry a timed-out request twice
  4. Check every page's status before using its markdown. A 200 can be partial, and failed pages can be resent alone with pages
  5. Treat 402 as final until credit is added. The hold is the model's maximum charge per page times the page count, and GET /v1/credits shows available_usd

Questions

Which is better for AI agents, Amazon Textract or OpenDocRouter?

Amazon Textract scores 73.5 (BB) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 4 of 7 scored categories. OpenDocRouter leads on agent ergonomics and maintenance & community.

Do Amazon Textract and OpenDocRouter need an API key?

Both need an API key.

Can an agent call Amazon Textract and OpenDocRouter without installing anything?

Yes. Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com and OpenDocRouter at https://www.opendocrouter.ai/v1.

Other comparisons with Amazon Textract or OpenDocRouter

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