Evidence, methodology, and the science behind it.
Notes from the team building continuous health intelligence. Clinical evidence, engineering deep-dives, and the methodology behind every Automate Medical model release.
Latest posts
How we validate the Automate Medical platform
Cohort definition, held-out evaluation, subgroup analysis, independent review, continuous monitoring. The five-stage pipeline behind every model release.
Why Automate Medical never routes PHI through public LLM endpoints
Customer-controlled tenancies, BAA-covered LLM providers, and the architecture decisions that keep PHI inside your trust boundary.
From reactive to predictive to preventive: the Automate Care workflow
How a busy clinical day changes when every patient on your roster is on a continuous multi-vital panel with calibrated early-warning.
Building a 1,200-patient cohort in an afternoon
The Automate Research cohort builder on de-identified, multi-site data — and the audit log that survives FDA scrutiny.