The physician needed faster decision support without creating a data mess.
Pain management involves repeated decisions that depend on diagnosis history, symptoms, medication interactions, procedures, and longitudinal patient outcomes. In practice, that can mean a lot of manual cross-checking while time is already limited.
The challenge was building a tool that supports the clinical workflow without introducing unnecessary data risk, documentation burden, or another system the physician has to fight with.
