Aledade EHR Overlay is an innovative tool that integrates seamlessly with existing EHR systems, enabling healthcare providers to efficiently review potential diagnoses and take actionable steps in patient care. Utilizing advanced machine learning techniques, it optimizes the display of pertinent information tailored to each patient, ensuring that healthcare professionals have access to real-time updates. While this tool significantly aids in the information review process, it is crucial to note that the ultimate responsibility for accurate diagnosis coding and documentation remains with the healthcare providers using the overlay.