Developed backend services and dashboards enabling doctors to view, update, and manage patient records. In contrast, patients could track medications, mark adherence (taken / not taken), and view their complete care journey within the app. The platform was designed with clear separation between clinical workflows, NLP processing, and user-facing applications to support reliability, scalability, and safe iteration in a healthcare context.