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.

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Valerie Health
Scan.com
basata
Peak Health
York IE
Voxel51
Langflow
Activepieces
MCP.run
Make
Aurochs
MongoDB
n8n
Zapier
Google Cloud
Valerie Health
Scan.com
basata
Peak Health
York IE
Voxel51
Langflow
Activepieces
MCP.run
Make
Aurochs
MongoDB
n8n
Zapier
Google Cloud

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.

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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.

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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.

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Redact

Blur PII and PHI in place, or swap them for consistent dummy values when the file still needs to parse. Names, dates, account and member numbers, wherever they appear. Built for HIPAA, GDPR, PCI DSS, and more.

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from vlmrun.client import VLMRun

client = VLMRun(api_key="<VLMRUN_API_KEY>")
response = client.agent.execute(
    prompt="Parse this doc in JSON {'invoice_no': ..., 'total': ...}",
    inputs=["invoice.pdf"],
)

print(response.response)
# {"invoice_no": "1042", "total": 1200.00}

Parse, extract, cite and act in a few lines.

One call, whether you are a dev or an agent. Point it at a document, add a schema for type-safety, and get back something you can act on. Then go solve the rest of your business.

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Use cases

Built for real documents.

Faxes, drawing sheets, bills of lading, inspection reports. Same call, same structured output.

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.

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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

Gateway OCR tokens (in / out)

120M - 250M / 100M

Frontier billed tokens (in / out)

250M / 200M

2.5K image tokens per page; output includes reasoning at 2× OCR text.

Total cost savingsfrom frontier models

$7.2K - $7.2K

You savefrom frontier models

99 - 100%/mo

Documents / month

100Kpages

Cost comparison

VLM Run Gateway
Cheapest - most expensive
$19 - $68
OCR APIs
Textract, Azure Doc AI
$150 - $1K
Document AI APIs
Reducto, LlamaParse, Extend
$1K - $6K
Frontier VLMs
Gemini, Claude, GPT
$938 - $7.3K
$0$1.8K$3.6K$5.4K$7.3K

Estimates vs typical OCR, Document AI, and frontier VLM pricing.Source: 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.

HIPAA Compliant
AICPA SOC

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.

Try Document AI free today.

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