Disclosed herein are systems, methods, and non-transitory computer-readable storage media for implementing, via a communication device, a set of algorithms to learn about user's usage of the device and provide automated customization to the device's user interface to improve ease of use and productivity of the end-user. This approach does not require the user's involvement by manually customizing the user interface, such as by setting up a speed dial list or a screen layout. The system automates rendering decisions and the content that is rendered based on the usage information. For example, if a user consistently calls a number every Tuesday and Wednesday morning regardless of scheduled calendar information, the communication device can provide a dynamic widget in the user interface for easy access to that number every Tuesday and Wednesday morning. The user can dial the number easily via the widget without the dial pad or a contacts application.