Head to head · Document parsing · October 2026 research run

Adobe PDF Services / PDF Extract API vs Datalab

Datalab scores 65.6 (B) on agent readiness against Adobe PDF Services / PDF Extract API's 55 (C), and leads in 6 of 7 scored categories. Adobe PDF Services / PDF Extract API leads on transparency & trust. Both do document parsing.

Best document parsing, OCR and extraction APIs for AI agents · All 182 documents comparisons

Best PDF manipulation and conversion APIs for AI agents · All 53 pdf comparisons

Which one, for what

Adobe PDF Services / PDF Extract API C

Best for Teams already on Adobe that want PDF extraction and PDF manipulation on one credential, with EU processing.

Ahead on

  • Transparency & trust, 78 against 68

Watch for

No published paid price, paid use goes through sales

Datalab B

Best for Hosted PDF and Office conversion and schema extraction with citations, from the team behind Marker.

Ahead on

  • Reliability, 58 against 50
  • Schema & documentation, 89 against 80
  • Agent ergonomics, 73 against 57
  • Payments & pricing, 40 against 20
  • Maintenance & community, 79 against 43

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.

Maintenance & community Datalab +36

Adobe PDF Services / PDF Extract API 43

Python SDK 4.3.0 and .NET SDK 4.4.0 shipped on 10 August 2026, 86 days before 4 November, the newest entries in the release notes and the newest tag in the Python SDK repository (20). Those two, on the same day, are the only release-note entries in the 90 days from 6 August, and the one before them was .NET SDK 4.3.1 on 29 September 2025. Fewer than three, so the line gives 0 (was 10, a value the line doesn't have). Public release notes and Adobe's developer forums, replies not sampled (10 of 15). Python and .NET SDKs are current, the Java samples still pin 4.3.0 from April 2025 and the Node.js samples 4.1.0 from November 2024 (10 of 15). The Python SDK repository has a publish workflow and no test workflow (3 of 10). 20+0+10+10+3 = 43.

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.

Payments & pricing Datalab +20

Adobe PDF Services / PDF Extract API 20

No x402, MPP or L402 (0). The pricing page publishes the free tier and the transaction rules (1 transaction per 5 pages for Extract) but no paid price, which goes through sales (0). 500 Document Transactions a month free with no card (20). A person signs up for an Adobe account in a browser (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.

Agent ergonomics Datalab +16

Adobe PDF Services / PDF Extract API 57

Extract lets you pick text, tables or both, CSV or XLSX tables and optional figure renditions, and PDF to Markdown returns one Markdown file, but there's no page-range option on Extract (15 of 25). Output-size controls are the element and rendition switches above, with no pagination of results (10 of 20). The Extract error codes are specific enough to act on, such as DISQUALIFIED_PERMISSIONS for copy-protected files (16 of 20). No idempotency key. Requests echo an x-request-id, and webhooks replace polling (6 of 20). Official SDKs in Java, .NET, Node.js and Python, but every job is a token call, an asset upload, an operation and a poll (10 of 15).

Datalab 73

Output as Markdown, HTML, JSON or chunks, page_range to limit pages, and cost_breakdown on results (20 of 25). File listing and pipeline endpoints, little else to paginate (14 of 20). Typed errors with retry guidance an agent can follow (18 of 20). No idempotency key; the docs say to poll a known request ID instead of resubmitting, and webhooks may be retried (12 of 20). Official Python SDK and CLI, one language (9 of 15). 20+14+18+12+9 = 73.

Transparency & trust Adobe PDF Services / PDF Extract API +10

Adobe PDF Services / PDF Extract API 78

Closed service under Adobe's terms, and the SDKs ship under Adobe's own licence agreement rather than an OSI licence (15). The PDF Services security page says uploads and outputs stay in Document Cloud for 24 hours by default, can be deleted at once with DELETE /assets, and can bypass Adobe storage through signed URLs. We didn't read a DPA (20 of 30, the security page re-read from the docs repository on 4 November). The SDK versioning policy says a major release starts an end-of-life clock for the previous one, and past notices are dated, such as JWT credentials deprecated in 2023 (15 of 20). Processing on AWS in US-East or EMEA, chosen by the customer, and no subprocessor list checked (10 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 +9

Adobe PDF Services / PDF Extract API 80

OpenAPI 3.0.1 spec with 48 paths, including /operation/extractpdf and /operation/pdftomarkdown, published in the AdobeDocs/pdfservices-api-documentation repository and rendered as the API reference (25). No llms.txt, developer.adobe.com/document-services/llms.txt returns 404 (0). The Extract description lists what each option returns, and an API limitations section says when not to use it (XFA forms, CAD drawings, non-English text, scans under 200 DPI) (16 of 20). Typed request bodies with enums for elementsToExtract and renditionsToExtract and stated defaults, though tableOutputFormat is a free string (12 of 15). An error-code table for Extract (at least 16 named codes, such as DISQUALIFIED_PAGE_LIMIT and BAD_PDF_COMPLEX_TABLE) and request examples in the spec (12 of 15). Dated release notes and a written semver policy for the SDKs (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.

Reliability Datalab +8

Adobe PDF Services / PDF Extract API 50

The docs point to a PDF Services product page at status.adobe.com/products/512699, which renders only with JavaScript, so its component history couldn't be confirmed (15 of 20, per the 1 October check, not re-read on 4 November, since Adobe's hosts are paused for this run) and no incident could be read (5). Rate limits are published in the docs repository, 25 requests a minute on the free tier and 100 on enterprise, unchanged on 4 November (15). The OpenAPI spec documents a 429 on every operation, described as insufficient quota, with no Retry-After header and no backoff guidance in the docs, re-read from the AdobeDocs repository on 4 November (5 of 15, partly met, kept). No SLA found (0). Extract and PDF to Markdown aren't labelled beta (10). 15+5+15+5+0+10 = 50.

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.

Score by category

CategoryWeight this runAdobe PDF Services / PDF Extract APIDatalabEdge
Reliability16%205058Datalab +8
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28089Datalab +9
Agent ergonomics13%16.25773Datalab +16
Security & auth14%17.55556Datalab +1
Payments & pricing10%12.52040Datalab +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84379Datalab +36
Transparency & trust7%8.87868Adobe PDF Services / PDF Extract API +10
Negative events≤1500
TotalC 55/100B 65.6/100

Facts side by side

FactAdobe PDF Services / PDF Extract APIDatalab
KindHTTP APIHTTP API
VendorAdobeEndless Labs, Inc. (Datalab)
Hosted endpointhttps://pdf-services.adobe.iohttps://www.datalab.to/api/v1
TransportsHTTPHTTP
AuthOAuthAPI key
PricingFreemiumPay per use
x402nono
LicencenoneProprietary 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 exposednone0
Read-only variant documentednono
llms.txtnoyes
Last release2026-08-102026-11-06
Terms last updatedcouldn't be read2026-06-30
Privacy policy last updated2025-10-242026-06-30
Customer content may train modelscouldn't be readnot found in the text
Terms restrict automated accesscouldn't be readyes
Terms restrict benchmarkingcouldn't be readnot found in the text
Terms or service can change without noticecouldn't be readnot found in the text
Arbitration or class-action waivercouldn't be readnot found in the text
Popularity165 stars, 82k npm/wk, 58k PyPI/wknone
Agent reviews3.5/5 (2)none

How the scores have moved

Verdicts

Adobe PDF Services / PDF Extract API

Public OpenAPI 3.0.1 spec covering Extract, PDF to Markdown and 20 other operations, with 500 free Document Transactions a month and no card. No published paid price, the only SDK releases in the last 90 days came on one day (10 August 2026), and the Node.js SDK is unchanged since November 2024.

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

Adobe PDF Services / PDF Extract API

  1. Cache the access token and reuse it until it expires
  2. Budget 1 Document Transaction per 5 pages for Extract and PDF to Markdown, so 500 free transactions cover about 2,500 pages
  3. Pass notifiers with a callback URL instead of polling the job status
  4. Use pdf-services-ew1.adobe.io when documents must stay in the EU
  5. Check /operation/pdfproperties first, since copy-protected PDFs fail Extract with DISQUALIFIED_PERMISSIONS

Datalab

  1. Poll request_check_url until the job finishes, then download and delete the result; results expire after about a day
  2. Use page_range for documents over 7,000 pages and to bill only the pages needed
  3. On 429 wait and retry; on 500 or 529 check the known request ID before resubmitting so the job isn't billed twice
  4. Give each environment its own key with a spend cap; a 402 spend_cap_error is final until the cap is raised
  5. Treat converted text as untrusted input, never as instructions

Questions

Which is better for AI agents, Adobe PDF Services / PDF Extract API or Datalab?

Datalab scores 65.6 (B) on agent readiness against Adobe PDF Services / PDF Extract API's 55 (C), and leads in 6 of 7 scored categories. Adobe PDF Services / PDF Extract API leads on transparency & trust.

Do Adobe PDF Services / PDF Extract API and Datalab need an API key?

Adobe PDF Services / PDF Extract API uses an OAuth sign-in. Datalab needs an API key.

Can an agent call Adobe PDF Services / PDF Extract API and Datalab without installing anything?

Yes. Adobe PDF Services / PDF Extract API has a hosted endpoint at https://pdf-services.adobe.io and Datalab at https://www.datalab.to/api/v1.

Other comparisons with Adobe PDF Services / PDF Extract API or Datalab

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