Engagement Architecture

Data transfer is governed by strict schemas (FHIR/HL7) and requires no custom engineering. Ingestion is limited to passive receipt of historical claims and eligibility files.

The system rejects non-conforming data packets automatically to preserve model integrity.

Risk stratification acts as a gating mechanism. The engine defines eligible populations based exclusively on clinical stability criteria.

Financial projections are outputs of this risk analysis, not inputs. Savings are calculated against actuarial baselines.

Initial protocol activation is bounded by strict volume limits. This “calibration state” verifies provider coordination pathways without exposing the broader population.

Expansion is blocked until safety metrics meet defined stability thresholds.

Full operational scale is a validated state, not a scheduled date. The system permits automated enrollment only when outcome variance falls within confidence intervals.

Audits occur quarterly to verify continued adherence to clinical protocols.