# Amazon Textract vs LandingAI Agentic Document Extraction

> Amazon Textract scores 73.5 (BB) to LandingAI Agentic Document Extraction's 69 (B) for document parsing. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction
- Markdown: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction.md (~3,200 tokens)
- Slim: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction.min.md (~830 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-09

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.

- Amazon Textract: grade BB, 73.5/100, rank #88 of 950. Markdown https://www.anchorterminal.com/tools/amazon-textract.md · JSON https://www.anchorterminal.com/api/v1/tools/amazon-textract.json
- LandingAI Agentic Document Extraction: grade B, 69/100, rank #199 of 950. Markdown https://www.anchorterminal.com/tools/landingai-agentic-document-extraction.md · JSON https://www.anchorterminal.com/api/v1/tools/landingai-agentic-document-extraction.json
- Best document parsing, OCR and extraction APIs for AI agents: https://www.anchorterminal.com/best/document-extraction/index.md
- All 109 documents comparisons: https://www.anchorterminal.com/compare/document-extraction/index.md

## 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

| Category | Weight | Amazon Textract | LandingAI Agentic Document Extraction | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 96 | 85 | Amazon Textract +11 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 82 | 88 | LandingAI Agentic Document Extraction +6 |
| Agent ergonomics | 13% (16.2 this run) | 70 | 75 | LandingAI Agentic Document Extraction +5 |
| Security & auth | 14% (17.5 this run) | 74 | 43 | Amazon Textract +31 |
| Payments & pricing | 10% (12.5 this run) | 35 | 40 | LandingAI Agentic Document Extraction +5 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 58 | 85 | LandingAI Agentic Document Extraction +27 |
| Transparency & trust | 7% (8.8 this run) | 82 | 63 | Amazon Textract +19 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **73.5 · BB** | **69 · B** | |

## Facts side by side

| Fact | Amazon Textract | LandingAI Agentic Document Extraction |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | LandingAI, Inc. |
| Hosted endpoint | `https://textract.us-east-1.amazonaws.com` | `https://api.ade.landing.ai` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| Price for document parsing | not published | $15 per 1,000 pages |
| 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 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 documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-08 | 2026-09-22 |
| Terms last updated | 2026-08-14 | no date given |
| Privacy policy last updated | 2026-05-18 | no date given |
| 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 | none |

## 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.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction.json, and with the fewest tokens: https://www.anchorterminal.com/compare/amazon-textract-vs-landingai-agentic-document-extraction.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "amazon-textract", "b": "landingai-agentic-document-extraction"}`. From a terminal: `anchor compare amazon-textract landingai-agentic-document-extraction`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/amazon-textract.json and https://www.anchorterminal.com/api/v1/tools/landingai-agentic-document-extraction.json

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