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← Case studies Case · Achilles · Healthcare

Clinical decision support running inside the hospital.

Classification models in production, with no identified patient data ever moving off site.

Context

In a hospital, patient data cannot leave the building.

A clinical decision needs support from a model, but identified patient data cannot cross the boundary of the hospital's own environment. The architecture has to answer both at once — and that is Moonxi's standard architecture whenever the data is sensitive.

What was built

Models in production, wired in through the client's own medical record.

Classification models

In production, supporting the clinical decision inside the workflow the hospital already uses.

Integration through the medical record

The integration runs off a mirror table inside the client's own environment.

A closed boundary

The patient identifier never crosses the boundary of the hospital's environment.

Architecture

The boundary, drawn.

hospital environment Medical record Mirror table Patient identifier — stays here
boundary
outside Classification model Anonymized data No identifier
What runs today

In production, inside the hospital's workflow.

The models are still in production, wired in through the client's own medical record. Moonxi watches them and tunes them. The sensitive data stays exactly where it always was: inside the hospital.

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