Artificial intelligence technologies can support diagnostic decision-making. This commentary discusses application of deep learning tools to create visual cues to track deviations in activities to flag areas of improvement. Although early in its development, the authors outline the potential of this technology in clinical care and review early efforts employed to enhance hand hygiene.