This project develops an AI-driven prescription support tool aimed at enhancing the accuracy, safety, and efficiency of medication prescribing in clinical settings. Every day, healthcare providers face immense pressure managing high patient volumes and navigating complex, evolving medical information. Our tool leverages explainable AI to flag potential drug-to-disease interactions in real time, reducing cognitive burden and supporting safer decisions. Built on WHO disease classifications and aligned with FHIR standards, it is designed for seamless future integration with Electronic Health Records (EHRs), offering a scalable solution for smarter, more connected prescribing.