Based on a user's current action in an application, a set of the most likely actions to be taken next by a user is determined, such as based on a historical sequence of actions that the user, or a number of other users, have taken in the past. Based on historical sequence of events, a predictive GUI may be generated that can be dynamically updated automatically based on actions that are determined to be undertaken next by the user.