Why this exists.
For a hundred years, clinical research has run on paper, fax, and spreadsheets. The patient-recruitment platforms built in the last decade lack site and sponsor integration. The enterprise CTMS and EDC systems live downstream of enrollment, not at it. ClinicalTrials.gov is a registry, not a matching engine.
No incumbent unifies all four stakeholders. None operates AI-natively. That gap costs lives — every day of enrollment delay is a day a therapy doesn't reach the patients who need it.
We are building the missing layer. A clinical research operating system on six composable primitives — Identity, Matching, Consent, Data Fabric, Compliance, Marketplace. Patients, sites, sponsors, and investigators meet on it. Other systems build on top of it.
How we work.
Patients first, always.
Every product decision answers a patient question before it answers a sponsor question. Patients are free, forever.
Compliance is a feature.
HIPAA, 21 CFR Part 11, GDPR, AB 489 — built into the architecture, not bolted on. The audit trail is a side effect of using the system, not extra work.
Every AI decision is hedged and gated.
We don’t say “you qualify.” We say “based on what you’ve shared, you appear to meet…” Every consequential action requires a human in the loop.
Honest uncertainty over false confidence.
When the AI doesn’t know, it says so — and tells you what would help it know.
Founder.
Andrew Michael, MD
Founder & CEO
MD training. Ten years as a clinical research associate. 200+ site monitoring visits. Modern AI engineering depth. The combination is rare; it's why this company exists.
Our commitments.
Clinical research sits at the intersection of medical safety, privacy law, and human hope. We publish our AI disclosure practices, data handling principles, and audit-trail architecture openly, because trust cannot be asserted — it has to be earned.
Read our transparency pageWant to help build this?
Co-founder, design, AI engineering, clinical operations, partnerships.
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