All case studies
Hybrid Intelligence · Care·2024·Academic Medical Center Network
A Hybrid-Intelligence Care Team for Chronic Heart Failure
Designed a hybrid-intelligence care system where a four-nurse team, a clinical risk model and home telemetry act as one digital-first workforce — cutting 30-day readmissions by 41% and unlocking a national reimbursement code.
−41%
30-day readmissions
450+
Patients per nurse
92%
Adherence
3.4×
Payer ROI
— Challenge
Heart-failure patients were cycling through emergency admissions. Telemetry existed, clinical talent existed — but there was no operating model to fuse them into a single, accountable care workforce that could scale.
— Approach
- Co-designed the pathway with cardiologists, nurses and patients as one mixed human/AI team with explicit roles.
- Integrated FDA-cleared sensors with a clinically validated deterioration model — the model triages, the nurses decide.
- Built a triage cockpit so a 4-nurse team safely carries 1,800+ patients with full traceability of every AI recommendation.
- Authored the health-economic dossier that secured a national reimbursement code, embedding the model into payer policy.
— Outcome
- 41% drop in 30-day readmissions vs. matched control.
- 92% sustained patient adherence at 12 months.
- 3.4× ROI for the payer in year one; adopted by two additional hospital networks.
- Reimbursement code in place — the hybrid team is now a fundable unit of care.
— Stack & Disciplines
Hybrid clinical workforceMulti-modal telemetryClinical risk modelHL7 / FHIRReimbursement & policy design