Our AI compares user behaviors across tasks to determine the location and styling that best predict efficiency.We, then, notify the end user of an update, providing the choice to adopt a new version of the UI or continue with the current.This increases efficiency, establishes a system for continual user-led UI updates, and provides metrics to both administrators and end users.