Build a vendor-neutral verification layer for AI clinical documentation that maps every generated note section, diagnosis, code, and summary claim to the exact source transcript evidence. The tool would integrate with EMRs and ambient scribe systems, flag unsupported claims, preserve audit trails, and provide a clinician-facing review workflow before final sign-off.

Clinical-grade AI scribes and workflow copilots are rapidly moving into hospitals, emergency departments, virtual care, and payer-provider workflows. As adoption scales, health systems need auditable trust infrastructure rather than standalone note generation alone.