QDR is a platform designed to support frontline cardiology workers bypredicting heart failure outcomes using advanced models. This allows healthcare professionals to effectively triage patients, ensuring timely interventions for high-risk individuals, while optimizing resource allocation. The platform also revolutionizes patient management by organizing appointments, medical notes, and records through a user-friendly interface, enhancing communication and coordination among cardiology teams. By providing data-driven insights and detailed analytics on patient outcomes, QDR facilitates continuous improvement in patient care. Its intuitive design automates administrative tasks, reduces workload, and enables healthcare professionals to focus more on patient care, ultimately leading to better health outcomes andimproved efficiency in healthcare facilities.