International Journal of Scientific Research and Engineering Development

Many people struggle to understand their symptoms, and factors like a shortage of medical professionals, long wait times, and steep costs often make them hesitate to seek help. As a result, they sometimes turn to unreliable online sources for information. While digital health platforms that use AI are starting to show a lot of promise in making health support more accessible, many of these solutions are still rather basic, disorganized, or simply not trustworthy. That’s where HealthGenie AI comes in-it's a comprehensive online platform that combines sophisticated machine learning algorithms with a user-friendly and secure experience. Through Jaccard similarity–based disease prediction, interactive chatbot remedies, and holistic health tracking, HealthGenie enables users to take the first step in health management while emphasizing that professional consultation remains paramount. This journal paper provides an in-depth examination of HealthGenie AI’s conceptual basis, technical innovations, architecture, evaluation, and situates the system within the rapidly evolving landscape of AI-driven healthcare research.