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MedFlow

AI infrastructure that turns every hospital intake into a compliance-certified research record, automatically.

MedFlow

AI infrastructure that turns every hospital intake into a compliance-certified research record — automatically.


MedFlow is building the infrastructure layer that the European Health Data Space (EHDS) requires. We combine conversational AI intake, real-time anonymization, and a three-layer compliance gate so that every patient admission produces a research-ready record — with no raw patient data ever stored.

What we do

Hospitals get free AI-powered intake automation and a new revenue stream from their anonymized data. Researchers, pharma companies, and public health agencies get EHDS-compliant access to structured, multi-hospital clinical data. The regulation created the market. We built the infrastructure.

How it works

A conversational AI agent conducts patient intake, auto-fills standardized clinical forms, and routes low-confidence entries to a clinician for validation. Every validated record is anonymized immediately — PII is stripped before storage — and passes through a three-layer compliance gate (regex rules, supervised classifier, and LLM fallback) before entering the research database. Every decision is logged to an immutable audit trail.

Why now

The EHDS (Regulation (EU) 2025/327) entered into force in March 2025, with key implementing acts due by March 2027. Hospitals face a legal obligation to enable compliant secondary data use — without the infrastructure to do it. The compliance gap is open now.

Core principles

  • Anonymization-first — no database of raw patient records to breach
  • Three-layer defense — regex + supervised judge + LLM fallback; any failure quarantines the record
  • Continuous improvement — every manual review becomes training data for the compliance judge
  • Audit trail as a feature — institutions can prove to regulators exactly what was checked, when, and what the result was

MedFlow — Free intake automation for hospitals. Compliant data for researchers. Powered by EHDS.

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