Sentigrate successfully built and evaluated the signal quality index and anomaly detection algorithms, providing RDS with tools to assess the reliability of physiological data, particularly in dynamic environments such as during physical activity or when devices are poorly connected. These tools ensure better monitoring and diagnostics for end-users in real-world conditions.