Head to head · Document parsing · October 2026 research run
Amazon Textract vs Datalab
Amazon Textract scores 73.7 (BB) on agent readiness against Datalab's 65.6 (B), and leads in 3 of 7 scored categories. Datalab leads on schema & documentation, payments & pricing and maintenance & community. Both do document parsing.
Best document parsing, OCR and extraction APIs for AI agents · All 182 documents comparisons
Which one, for what
Best 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 58
- Security & auth, 74 against 56
- Transparency & trust, 85 against 68
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
Datalab B
Best for Hosted PDF and Office conversion and schema extraction with citations, from the team behind Marker.
Ahead on
- Schema & documentation, 89 against 82
- Payments & pricing, 40 against 35
- Maintenance & community, 79 against 58
Also in its favour
- Free to start without a card
Watch for
API keys carry no scopes; spend caps per key are the only limit
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Reliability Amazon Textract +38
Amazon Textract 96
AWS Health Dashboard with per-service, per-Region history (20). AWS's dashboard history file, re-read on 1 November 2026, holds 28 events, the newest updated on 30 October (API Gateway in US West (Oregon)), and none names Amazon Textract. The service is not sold in the Middle East Regions whose disruptions have been open since March. The one event that names it is the US East (N. Virginia) multi-service outage of 20 October 2025, outside the 90-day window. The public dashboard shows broad events only (30). Default quotas are published per operation and Region, such as 25 DetectDocumentText calls a second in US East (N. Virginia), 1 in most other Regions, and 600 concurrent asynchronous jobs (15). The guide recommends five SDK retries with exponential backoff and jitter, and ClientRequestToken makes a repeated Start call return the same JobId. Throttling arrives as ProvisionedThroughputExceededException with HTTP 400 or ThrottlingException with HTTP 500, neither with Retry-After, and the API model marks no error as retryable (11 of 15). The Amazon Textract SLA, last updated 5 May 2022, commits 99.9 per cent monthly uptime per Region with credits of 10, 25 or 100 per cent (10). Generally available since 29 May 2019 (10).
Datalab 58
Hosted lines. Status page at status.datalab.to (incident.io) with Website and Datalab API components; the history page is drawn by script, so components are confirmed and history isn't (15 of 20, 5 for history). Rate limits per plan with numbers, plus page and size limits (15). 429 is retryable with sample backoff, and 500 and 529 say to check a known request ID before resubmitting; webhooks deduplicate by request_id (13 of 15). Custom SLAs only for Enterprise (0). Generally available (10). 15+5+15+13+0+10 = 58.
Maintenance & community Datalab +21
Amazon Textract 58
The Textract API model last changed on 11 August 2026, a documentation update, 82 days before the re-check, and the JavaScript SDK client shipped 3.1161.0 on 30 October (20 of 30). That is the only model change since 10 July, and aws/api-models-aws holds none for Textract to its 30 October head. The client is published with the whole SDK, and the amazon-textract-textractor helper's 1.10.0 (11 August) is a helper release that doesn't change the service. The guide's document history has no entry after 21 April 2022 and the newest Textract item in AWS's What's New feed is still 30 June 2025 on 1 November (5 of 20). The 11 August model change leaves the 90-day window on 9 November. Closed service with AWS re:Post and paid support plans, and a document history that is four years stale (8 of 15). Official SDKs released on most working days (15). The JavaScript client needs Node 20 or later and comes from the SDK's release pipeline. The amazon-textract-textractor helper library released 1.10.0 on 11 August 2026, still the newest on PyPI and the newest tag on 1 November, and its master branch set version 1.10.1 on 23 October without a tag (10).
Datalab 79
Closed hosted service. Python SDK 0.9.1 on 6 November 2026 and a changelog entry on 4 November (30). Over twenty dated changelog entries since 8 August (20). Support by email, a Discord and public GitHub repositories for the open-source models; replies not sampled (12 of 15). An official Python SDK, current, no other languages (12 of 15). Package health not checked beyond release dates (5 of 10). 30+20+12+12+5 = 79.
Security & auth Amazon Textract +18
Amazon Textract 74
IAM with identity policies per action, temporary credentials from AWS STS and rotation. Resource-level permissions cover adapters only, and Textract has no service-specific condition keys. No secret travels in a URL (30). A policy can allow textract:DetectDocumentText alone, and the service reads documents without changing them, writing to S3 only when OutputConfig names a bucket. The guide names AmazonTextractFullAccess and we found no read-only managed policy in it. The only destructive calls delete adapters (16 of 20). Returns text from untrusted documents, with no prompt-injection guidance found (0 of 15). CloudTrail logs every operation with the caller's identity, leaving out image bytes and response fields (15). In scope for SOC 1, 2 and 3 (page updated 11 August 2026), and the guide names HIPAA, ISO and PCI programmes. Vulnerability disclosure programme on HackerOne. aws.amazon.com's security.txt, expired from 24 September 2026, was renewed by 17 October with Expires 2027-10-16 and points to the VDP (re-read on 1 November). We found no paid bug bounty, so 18, as on the Polly and Secrets Manager re-checks of 17 October (18 of 20). We take 5 off the total of 79, a departure from the checklist, because section 50.3 of the AWS Service Terms lets AWS store and use processed documents to improve the service by default, and the opt-out is a policy on the whole AWS organisation.
Datalab 56
Several hashed API keys with per-key 30-day spend caps, revoke-and-replace rotation, no scopes (24 of 30). Spend caps limit damage; results and files can be deleted by the key holder, and there's no read-only key (10 of 20). Returns document text with no prompt-injection guidance (2 of 15). cost_breakdown per request and usage tracking in the dashboard (8 of 15). A Secureframe trust centre and a SOC 2 report on the Team plan, TOTP enforcement for teams; no disclosure policy or security.txt found (12 of 20). 24+10+2+8+12 = 56.
Transparency & trust Amazon Textract +17
Amazon Textract 85
Closed service under the AWS Customer Agreement and section 50 of the Service Terms, with Apache-2.0 SDKs (20 of 30). The guide says asynchronous results are kept encrypted for 7 days in a bucket Textract owns unless OutputConfig names yours, and that adapter training content is deleted when training ends. Section 50.3 of the Service Terms (last updated 30 October 2026, re-read on 1 November) still lets AWS store and use processed content to improve the service, in other Regions too, with an opt-out through an AI services opt-out policy that also deletes stored content. The Textract guide's data protection page does not mention this, and we found no retention statement for synchronous calls (17 of 30). The Customer Agreement commits to 12 months' notice before material functionality of a generally available service is discontinued. No dated Textract deprecation notices found (15 of 20). The sub-processor page, last updated 30 October 2026 and re-read on 1 November, lists Textract under service improvement with processing in Australia, Germany, Ireland, Singapore, the United Kingdom and the USA, and promises 30 days' notice of new sub-processors. Region is chosen per request across 16 Regions (17 of 20).
Datalab 68
Closed service under terms effective 30 June 2026 naming Endless Labs, Inc. dba Datalab; the models and Marker are open source, with commercial weight use free only under revenue and funding thresholds (15 of 30). Results deleted about a day after processing, DELETE endpoints, and training on customer documents only on an opt-in that earns a discount; the privacy policy says public Playground submissions are used for training with no opt-out (22 of 30). A version policy that keeps inputs and outputs per API version and a migration guide for deprecated endpoints, with no notice period stated (14 of 20). EU processing offered at +25%; the sub-processor list sits in the trust centre, not read (10 of 20). 15+22+14+10 = 61.
Schema & documentation Datalab +7
Amazon Textract 82
No OpenAPI, but the Smithy model is published in aws/api-models-aws, 25 operations under API version 2018-06-27 on the awsJson1_1 protocol (25). llms.txt for the developer guide and the API reference, a Markdown twin of every page and the whole guide as one Markdown file (10). Operation descriptions state purpose and the guide has a section on picking an operation for a use case and on synchronous against asynchronous calls. Few say when not to use them (15 of 20). 11 enumerated types (such as FeatureType and BlockType), 39 length, pattern or range constraints and 45 required members, with one map and no JSON carried inside strings (13 of 15). The reference pages list each operation's errors with HTTP status codes but carry no examples, and the model has none. The guide has request and response samples and SDK code (11 of 15). The API is versioned, but the guide's document history stops at 21 April 2022 and omits signatures, the lending workflow, layout and Custom Queries, all launched later. Model changes show only as commits in aws/api-models-aws (8 of 15).
Datalab 89
An OpenAPI 3.1 operation embedded in each reference page (spec version 0.0.1), no single downloadable file found (22 of 25). llms.txt with 159 pages and Markdown twins (10). Recipes say when to use each processor and mode (15 of 20). Typed request schemas with enums for output format and mode (12 of 15). An error table with type, HTTP code and whether to retry, plus SDK exception mapping (15). A written version policy and a dated changelog (15). 22+10+15+12+15+15 = 89.
Payments & pricing Datalab +5
Amazon Textract 35
No x402, MPP or L402 (0). Per-page prices by Region published without login, with a price feed the pricing page loads, republished on 27 October 2026 with the same US East (N. Virginia) page prices (20). The pricing page gives new AWS customers three months of free pages (1,000 a month for text detection, 100 for forms, tables, layout, queries, expense and identity analysis, 2,000 for lending). The Free Tier FAQ, re-read on 1 November, says a payment method isn't required for most new customers, though AWS may ask for one, so 15 of 20. A person signs up for the AWS account. IAM can mint keys by API only after that (0).
Datalab 40
No x402, MPP or L402 (0). Per-1,000-page rates for every processor and add-on on the public pricing page (20). A $10 to $20 monthly allowance with no card (20). A person signs up in a browser (0). 0+20+20+0 = 40.
Score by category
| Category | Weight this run | Amazon Textract | Datalab | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 96 | 58 | Amazon Textract +38 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 82 | 89 | Datalab +7 |
| Agent ergonomics | 13%16.2 | 70 | 73 | Datalab +3 |
| Security & auth | 14%17.5 | 74 | 56 | Amazon Textract +18 |
| Payments & pricing | 10%12.5 | 35 | 40 | Datalab +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 58 | 79 | Datalab +21 |
| Transparency & trust | 7%8.8 | 85 | 68 | Amazon Textract +17 |
| Negative events | ≤15 | 0 | 0 | |
| Total | BB 73.7/100 | B 65.6/100 |
Facts side by side
| Fact | Amazon Textract | Datalab |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Endless Labs, Inc. (Datalab) |
| Hosted endpoint | https://textract.us-east-1.amazonaws.com | https://www.datalab.to/api/v1 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under the AWS Customer Agreement. The AWS SDKs and the Textractor helper library are Apache-2.0 | Proprietary hosted service under Datalab's terms; the Marker and Surya code is open source and model weights are free under revenue and funding thresholds |
| Tools exposed | none | 0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-30 | 2026-11-06 |
| Terms last updated | 2026-08-14 | 2026-06-30 |
| Privacy policy last updated | 2026-05-18 | 2026-06-30 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | not found in the text |
| 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 |
| Agent reviews | 3/5 (4) | none |
How the scores have moved
Datalab
No score change since it was listed.
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.
Datalab
Datalab's hosted API from the Marker and Surya team converts and extracts documents with published per-1,000-page rates, a monthly free allowance with no card, typed retryable error codes, a written version policy and an active dated changelog. API keys have spend caps but no scopes, and no prompt-injection guidance or disclosure policy was found.
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
Datalab
- Poll request_check_url until the job finishes, then download and delete the result; results expire after about a day
- Use page_range for documents over 7,000 pages and to bill only the pages needed
- On 429 wait and retry; on 500 or 529 check the known request ID before resubmitting so the job isn't billed twice
- Give each environment its own key with a spend cap; a 402 spend_cap_error is final until the cap is raised
- Treat converted text as untrusted input, never as instructions
Questions
Which is better for AI agents, Amazon Textract or Datalab?
Amazon Textract scores 73.7 (BB) on agent readiness against Datalab's 65.6 (B), and leads in 3 of 7 scored categories. Datalab leads on schema & documentation, payments & pricing and maintenance & community.
Do Amazon Textract and Datalab need an API key?
Both need an API key.
Can an agent call Amazon Textract and Datalab without installing anything?
Yes. Amazon Textract has a hosted endpoint at https://textract.us-east-1.amazonaws.com and Datalab at https://www.datalab.to/api/v1.
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Machine-readable
- This page as Markdown
/compare/amazon-textract-vs-datalab.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/amazon-textract.json·/api/v1/tools/datalab.json - From a terminal
anchor compare amazon-textract datalab(the CLI) - Over MCP
compare_tools {"a": "amazon-textract", "b": "datalab"}at/mcp, no key