The authors aimed to validate a fully automated AI echocardiography workflow for grading MR severity, concluding that the machine learning was feasible, fast, highly accurate, and predicts 1-year mortality. Its implementation in clinical practice could improve patient care while improving quality and efficiency in echo labs.