Document AI
Document intelligence for the agentic stack.
Turn hours of manual document work into seconds of automation. Schema-validated JSON with grounding, ready for agents to act on.
claude mcp add --transport http vlmrun https://gateway.vlm.run/mcp --header "Authorization: Bearer $VLMRUN_API_KEY"
Loved by leading
AI companies
Capabilities
One endpoint. Four jobs that matter.
Parse
Read documents like a human would, capturing layout, structure, and meaning. Tables, figures, multi-page layouts, and handwritten notes come back as structured content, not a wall of text.
Extract
Extract fields into typed JSON against a Hub domain or your own schema. Invoices, forms, and disclosures come back ready for your systems, with no cleanup pass.
Cite
Ground every field with a bounding box and confidence score. Reviewers click straight to the source on the page, with no need to re-read the file.
Redact
Blur PHI and PII in place, or swap them for consistent dummy values when the file still needs to parse. Built for HIPAA, GDPR, PCI DSS, and more.
How it works
A document tool your agents can call.
Connect over MCP, tool calls, or your own harness. Three steps from PDF to an answer your agent can trust.
Use cases
Built for real documents.
Healthcare
Handle low-quality faxes, handwritten notes, and complex medical forms with ease. Parse rotated, skewed, or noisy scans into structured records. HIPAA-ready and trusted in production.
Pricing calculator
Dirt-cheap Document OCR
Pick a document type, page volume, and OCR model. See cost savings versus closed vision APIs.
Page volume / month
Total tokens = In / Out
120M - 250M / 100M
Total cost savingsfrom frontier models
$2.9K - $3K
You savefrom frontier models
98 - 99%/mo
Documents / month
100Kpages
Cost comparison
Estimates vs typical OCR, Document AI, and frontier VLM pricing. llm-prices.com
For Enterprises
The new visual intelligence layer for your enterprise.
Deploy securely inside your VPC or private cloud, bringing visual intelligence directly to your infrastructure. Power document, image, and video understanding across teams. SOC 2 Type II and HIPAA-ready.
Document AI FAQs
Invoices, receipts, bank statements, W-2s, resumes, IDs, insurance claims, patient referrals, pathology reports, leases, and more. Thirty-plus Hub schemas ship ready to use; anything else takes your own schema.
