Does reductionism, in the era of machine learning and now interpretable AI, facilitate or hinder scientific insight? The protein ribbon diagram, as a means of visual reductionism, is a case in point. Does the visual reductionism of the protein ribbon diagram facilitate or hinder scientific insight? In this Perspective, Philip Bourne encourages a reevaluation of its value in an era of machine learning and AI.