Head to head · Document parsing · October 2026 research run

Amazon Textract vs LandingAI Agentic Document Extraction

Amazon Textract scores 73.5 (BB) on agent readiness against LandingAI Agentic Document Extraction's 69 (B), and leads in 3 of 7 scored categories. LandingAI Agentic Document Extraction leads on schema & documentation, agent ergonomics, payments & pricing and maintenance & community. 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 85
  • Security & auth, 74 against 43
  • Transparency & trust, 82 against 63

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

LandingAI Agentic Document Extraction B

Good for Agents that need Markdown with block-level page coordinates and schema extraction with citations, in the US or EU.

Ahead on

  • Schema & documentation, 88 against 82
  • Agent ergonomics, 75 against 70
  • Payments & pricing, 40 against 35
  • Maintenance & community, 85 against 58

Watch for

The Explore plan has one API key that cannot be deleted or revoked. A leaked key is replaced by emailing support

Score by category

CategoryWeight this runAmazon TextractLandingAI Agentic Document ExtractionEdge
Reliability16%209685Amazon Textract +11
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28288LandingAI Agentic Document Extraction +6
Agent ergonomics13%16.27075LandingAI Agentic Document Extraction +5
Security & auth14%17.57443Amazon Textract +31
Payments & pricing10%12.53540LandingAI Agentic Document Extraction +5
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.85885LandingAI Agentic Document Extraction +27
Transparency & trust7%8.88263Amazon Textract +19
Negative events≤1500
Total73.5 · BB69 · B

Facts side by side

FactAmazon TextractLandingAI Agentic Document Extraction
KindHTTP APIHTTP API
VendorAmazon Web ServicesLandingAI, Inc.
Hosted endpointhttps://textract.us-east-1.amazonaws.comhttps://api.ade.landing.ai
TransportsHTTPHTTP
AuthAPI keyAPI key
PricingPay per usePay per use
Price for document parsingnot published$15 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 LandingAI's terms for Agentic Document Extraction. The Python and TypeScript libraries and the CLI are Apache-2.0, and the skills repository is MIT
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-082026-09-22
Terms last updated2026-08-14no date given
Privacy policy last updated2026-05-18no date given
Customer content may train modelsnot found in the textyes
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
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/wknone

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.

LandingAI Agentic Document Extraction

Parse, Extract and Ground have a public OpenAPI description, Markdown docs, published credit rates and page limits, and a status page showing no incident in 90 days. The Explore plan's single API key cannot be revoked without support, and the published terms let LandingAI train on customer documents unless Zero Data Retention, a Team and Enterprise setting, is on.

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

LandingAI Agentic Document Extraction

  1. Send Authorization: Bearer <key> to https://api.ade.landing.ai/v2/parse. EU keys work only on https://api.ade.eu-west-1.landing.ai
  2. Submit large files to /v2/parse/jobs. Synchronous parse times out at 475 seconds and is capped at the plan's pages-per-minute limit
  3. Leave jobs on the standard tier unless speed matters. It consumes half the credits of priority
  4. Run Extract on the Markdown that Parse returned, then call Ground for page numbers and boxes. Ground consumes no credits
  5. On a 429, read the message. One case clears with backoff and the other means the document is too large for the tier

Questions

Which is better for AI agents, Amazon Textract or LandingAI Agentic Document Extraction?

Amazon Textract scores 73.5 (BB) on agent readiness against LandingAI Agentic Document Extraction's 69 (B), and leads in 3 of 7 scored categories. LandingAI Agentic Document Extraction leads on schema & documentation, agent ergonomics, payments & pricing and maintenance & community.

Do Amazon Textract and LandingAI Agentic Document Extraction need an API key?

Both need an API key.

Can an agent call Amazon Textract and LandingAI Agentic Document Extraction without installing anything?

Yes. Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com and LandingAI Agentic Document Extraction at https://api.ade.landing.ai.

Other comparisons with Amazon Textract or LandingAI Agentic Document Extraction

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