The decisions made early determine what breaks later.

Complex lab diagnostic development programs fail in predictable ways: field failures, costly rework, and launches that slip. I work with cross-functional teams to get architecture, integration, and data design right before those failure points get built in. Each engagement starts where your program needs it most.