1. A computer-implemented method comprising: activating a multi-panel media interface on a display device, the multi-panel media interface to present one or more menu panels; monitoring activity of a user with respect to the multi-panel media interface; determining a value indicating a commitment level of the user to navigating a menu structure associated with the multi-panel media interface; and adjusting presentation of the multi-panel media interface based on the determined value indicating a commitment level.