Systems and methods are disclosed that facilitate visualizing how a user will appear in response to adhering to a health and fitness program. In an aspect, a system includes a reception component configured to receive information corresponding to a user's physical appearance and physical health, an analysis component configured to determine or infer one or more changes to the user's physical appearance based on predicted performance of a health and fitness program by the user and the user's physical health, and a visualization component is configured to generate a visual representation of the user based on the information and the one or more changes to the user's physical appearance.