Inconsistent third-party laboratory interfaces
A canonical internal model with dedicated translation adapters.
A multi-clinic healthcare platform connecting patient operations, laboratory systems, billing, administration and payment infrastructure.

Clinics needed patient, laboratory, staff and payment operations to work as one system without introducing friction into time-sensitive care workflows.
Create a shared operational core with configurable clinic workflows and integration boundaries that can evolve independently.
Use adapters to isolate external laboratory protocols.
Keep clinic-specific configuration separate from shared product logic.
Design patient flows around operational handoffs and accountability.
A canonical internal model with dedicated translation adapters.
Clear workflow states, ownership and exception queues.
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