A recent article1 presented information about PanEcho, an artificial intelligence (AI) system for automated multitask interpretation of echocardiograms. While demonstrating high diagnostic accuracy for comprehensive echocardiographic analysis and potential utility in point-of-care screening, several methodological concerns require careful consideration.