Clinical documentation is essential for patient care but remains a major administrative burden for healthcare providers. This session explores how AI‑driven automation can generate structured SOAP (Subjective, Objective, Assessment, and Plan) notes from unstructured​inputs such as physician dictation and ambient patient‑doctor conversations. The solution architecture is based on an AWS infrastructure backbone to provide for scalability and compliance, with a John Snow Labs Medical LLM to generate results more accurately than general‑purpose LLMs.