Clinical Note Quality Copilot

Clinicians struggled with interpreting unstructured clinical notes consistently, separating writing quality from compliance risks, and getting actionable feedback to improve their documentation.

• Designed a documentation quality-review copilot that evaluates progress notes against a standard rubric
• Implemented compliance risk detection to surface missing or risky documentation patterns
• Reduced false positives by separating writing quality from strict compliance rules
• Created a feedback loop providing actionable improvement guidance with traceable examples