Build a SaaS^? tool that continuously audits AI scribe and copilot outputs for accuracy, completeness, reliability, and EHR sync failures across multi-tenant clinic environments. The product would provide automated QA^? checks, exception queues, integration health monitoring, and organization-level reporting so engineering and clinical operations teams can catch issues before they affect physicians.

AI scribe adoption is moving from pilots into live clinical production, with hundreds of clinics and millions of encounters already processed. As usage scales, continuous quality pipelines become necessary infrastructure rather than a nice-to-have.