AI tools are becoming increasingly integrated into clinical practice, such as clinical decision support (CDS) algorithms, to aid physicians in crucial decision-making. However, the success of these technologies depends largely on physicians’ understanding of them, which is currently lacking. Expert recommendations call for targeted training and a hands-on learning approach to enhance physicians’ understanding of AI tools for optimal use.