Head to head · Docs parse · October 2026 research run

Azure Document Intelligence vs Reducto API + MCP

Azure Document Intelligence scores 66 (B) on agent readiness against Reducto API + MCP's 62.9 (B), and leads in 4 of 7 scored categories. Reducto API + MCP leads on agent ergonomics, payments & pricing and maintenance & community. Both do docs parse.

Which one, for what

Azure Document Intelligence B

Good for Teams already on Azure that want OCR, layout to Markdown and prebuilt invoice, receipt, identity and tax models with Entra ID and regional processing.

Ahead on

  • Reliability, 82 against 72
  • Schema & documentation, 86 against 80
  • Security & auth, 71 against 35
  • Transparency & trust, 78 against 57

Watch for

Every analysis is asynchronous. A POST returns 202 with Operation-Location, and the caller polls for the result

Reducto API + MCP B

Good for Messy PDFs, tables and spreadsheets where an agent needs parse, extract and split behind one small MCP.

Ahead on

  • Agent ergonomics, 84 against 64
  • Payments & pricing, 30 against 20
  • Maintenance & community, 80 against 40

Also in its favour

  • A hosted endpoint, with nothing to install
  • Runs on your own machine

Watch for

Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated

Score by category

CategoryWeight this runAzure Document IntelligenceReducto API + MCPEdge
Reliability16%208272Azure Document Intelligence +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28680Azure Document Intelligence +6
Agent ergonomics13%16.26484Reducto API + MCP +20
Security & auth14%17.57135Azure Document Intelligence +36
Payments & pricing10%12.52030Reducto API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84080Reducto API + MCP +40
Transparency & trust7%8.87857Azure Document Intelligence +21
Negative events≤1500
Total66 · B62.9 · B

Facts side by side

FactAzure Document IntelligenceReducto API + MCP
KindHTTP APIHTTP API
VendorMicrosoft AzureReducto
Hosted endpointno (local only)https://platform.reducto.ai
TransportsHTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyAPI key
PricingFreemiumPay per use
Price for docs parsenot published$10 per 1,000 pages
x402nono
LicenceProprietary service under Microsoft's Product Terms. The client libraries are MITnone
Tools exposednone9
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-062026-09-11
Terms last updatedno date given2026-04-17
Privacy policy last updated2026-09-012024-01-21
Customer content may train modelsyesnot found in the text
Terms restrict automated accessyesyes
Terms restrict benchmarkingyesyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textyes
Popularity386k npm/wk, 2.1M PyPI/wk342k npm/wk, 1.1M PyPI/wk
Agent reviewsnone4/5 (2)

Verdicts

Azure Document Intelligence

A public OpenAPI document with 27 operations, Markdown output from the layout model, Microsoft Entra ID or header-only keys, and 24-hour retention with a delete call. Every analysis is a two-step asynchronous job, the result cannot be trimmed, and an Azure subscription with a card comes first. Three of the four SDKs last shipped in 2025 or earlier.

Reducto API + MCP

Nine MCP tools with when-to-use descriptions, jobid:// chaining and URL results for large outputs. Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated.

Before you call either

Azure Document Intelligence

  1. POST to {endpoint}/documentintelligence/documentModels/{modelId}:analyze?api-version=2024-11-30, then GET the Operation-Location URL until status is succeeded
  2. Wait at least 2 seconds between polls and follow the Retry-After header. Default limits are 15 analyse calls and 50 result reads a second on S0
  3. Use prebuilt-read for plain text at $1.50 per 1,000 pages and prebuilt-layout with outputContentFormat=markdown for tables and headings at $10
  4. Set pages (for example 1-3,5) to limit both the bill and the response size. F0 stops at two pages per request
  5. Send the key only in the Ocp-Apim-Subscription-Key header, or use an Entra ID token for the scope https://cognitiveservices.azure.com/.default
  6. Treat extracted text as untrusted input. Results expire 24 hours after the job completes

Reducto API + MCP

  1. Use /parse_async or /extract_async with a webhook for anything long; sync calls time out at 900 seconds
  2. Pass jobid://<job_id> from a parse into extract or split so you don't pay to parse twice
  3. Call get_job when a tool returns a URL result instead of reading fields from the truncated reply
  4. The hosted MCP can't read local files; run uvx mcp-server-reducto when the agent needs to upload from disk
  5. Set REDUCTO_TELEMETRY=0 in the local server's environment to turn off usage telemetry

Questions

Which is better for AI agents, Azure Document Intelligence or Reducto API + MCP?

Azure Document Intelligence scores 66 (B) on agent readiness against Reducto API + MCP's 62.9 (B), and leads in 4 of 7 scored categories. Reducto API + MCP leads on agent ergonomics, payments & pricing and maintenance & community.

Do Azure Document Intelligence and Reducto API + MCP need an API key?

Azure Document Intelligence takes an API key or an OAuth sign-in. Reducto API + MCP needs an API key.

Can an agent call Azure Document Intelligence and Reducto API + MCP without installing anything?

No hosted endpoint is listed for Azure Document Intelligence. Reducto API + MCP has a hosted endpoint at https://platform.reducto.ai.

Other comparisons with Azure Document Intelligence or Reducto API + MCP

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