VLM Run - The Unified Gateway for Visual Intelligence

Healthcare

Turn messy healthcare paperwork into structured data in seconds.

Healthcare paperwork is messy and unstructured by default. We turn messy healthcare paperwork such as faxes, scans or even unstructured photos into clean, validated data.

Try our HIPAA-ready API today!

Loved by leading health-tech startups

how it works

Automated Intake, Referrals, Lab Reports, Insurance Claims & More

Unified extraction across intake forms, referrals, and lab reports

Handles handwriting, faxes, scans, and phone photos

Deliver validated JSON directly into EHRs and ops systems

Why it matters

Faster Throughput, Fewer Errors

Automate you healthcare document workflows in minutes so that your team focuses on patients, not paperwork.

Intake cycles drop from days to minutes

Zero re-keying. Fewer downstream errors

Scale patient volume without scaling headcount

Why VLM Run

Built for Regulated, High-Risk Workflows

Visual Intelligence built for healthcare – high accuracy, full auditability, every document type.

Purpose-built visual AI for healthcare documents

Auditable, deterministic outputs

HIPAA-ready by default

security

Healthcare data requires zero compromise.

SOC 2 Type II

Certified for security controls.

GDPR

Complies with EU data laws.

Configurable Retention

Fully-customizable data retention policies, including ZDR.

HIPAA

BAA available for Pro & Enterprises.

Testimonials

What our healthcare customers are saying about our product.

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

Testimonials

What our healthcare customers are saying about our product.

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

Testimonials

What our healthcare customers are saying about our product.

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health
"VLM Run's Orion Agent has been a game-changer for our document workflows. What used to require manual cross-referencing between emails and multi-page docs now is processed in a single call with in-the-loop verification."
Peaky Yuter, Product Manager
Scan.com
"VLM Run reads messy, handwritten referrals into structured data – fast. At one large PPM, their team used to spend 10,000+ minutes per day manually typing referral data into their EMR."
Peter Shalek, CEO
Valerie Health

our blog

Learn how healthcare companies use VLM Run in production

How Scan.com Automates Document Workflows with VLM Run's Orion

Automating PII and PHI Compliance with VLM Run’s Redaction API

VLM Run’s redaction API automatically detects and removes PII and PHI from sensitive documents. Ensure HIPAA, PCI DSS, and GDPR compliance across healthcare, finance, and legal workflows while protecting enterprise data.

Automating PII and PHI Compliance with VLM Run’s Redaction API

How Valerie Health Eliminated Tedious Patient Paperwork with VLM Run

Scaling Back-office Operations with VLMs

How Valerie Health Eliminated Tedious Patient Paperwork with VLM Run

Scaling Back-office Operations with VLMs

Frequently Asked  Questions

What types of documents do you support today?

We support common healthcare documents including referrals, intake forms, insurance cards, faxes, claims packets, and EOBs into structured, validated healthcare data - ready for EMR/EHR and FHIR workflows.

Can you handle faxed or low-quality scanned documents?

We handle all kinds of input formats and messy layouts, including scanned PDFs, faxed referrals, handwritten or typed forms, front/back insurance card photos, multi-page claims and supporting documents. If we don't support it yet, we can turn around real-quick and add support in <24 hours.

Is this production-ready for healthcare?

Yes. We support HIPAA-ready deployments, private VPC hosting, audit logging, and schema-level validation for regulated workflows like referrals and claims.

How is this different from OCR or generic LLM APIs?

Text-based systems like Amazon Web Services Textract, Microsoft Document Intelligence, or LLM APIs from OpenAI, Google (Gemini), and Anthropic primarily read text. VLM Run uses Vision-Language Models to reason visually about layout, structure, and relationships inside the document, not just extract text. We understand forms, tables, annotations, signatures, front/back cards, and cross-page dependencies – then enforce deterministic healthcare schemas on top.

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