IJIRCSTJournal International Journal of Innovative Research in Computer Science and Technology I S Volume 13 Issue 3 Computer Science English May - June 2025 N N Y 2025 05 08 Computer Sciences AI-Driven Personalized Medical Recommendation System English Y 26 34 Faizan Ahmad English Y Mansi Soni English N Nigar Parveen English N Saurabh Kumar Upadhyay English N Syed Kazeem Akbar English N https://doi.org/10.55524/ijircst.2025.13.3.5 The advancement of Artificial Intelligence (AI) has paved the manner for wise healthcare solutions that may beautify prognosis and treatment hints. This paper provides an AI-driven Personalized Medical Recommendation System, which predicts diseases primarily based on person-input signs and indicates relevant drugs. The system leverages machine learning algorithms using supervised studying techniques for sickness prediction and content-primarily based filtering for medication guidelines. A Flask-based web application ensures accessibility, providing real-time interaction. Experimental effects suggest that the system provides exceptionally accurate and reliable clinical recommendations, showcasing the capacity of AI in modern healthcare. The development of a Medicine Recommendation System ambitions to help healthcare specialists and sufferers in selecting appropriate medications based totally on individual clinical profiles and particular situations. English Medical Recommendation System, Machine Learning, Personalized Healthcare, AI in Healthcare, Healthcare Informatics, Symptom-Based Diagnosis, Disease Prediction, AI in Medicines, Clinical Decision Support, Personalized Treatment Plans, AI-Driven Healthcare Solutions. https://ijircst.org/abstract.php?article_id=1368