Computer-implemented systems and methods are provided for generating automated and real-time graphical user interfaces. A computerized system may include at least one processor configure to perform operations including receiving real-time status information with a identifier, loading a milestone plan including a set of milestone tasks and an initial estimated discharge time period associated with the set of milestone tasks, determining whether the real-time status information indicates completion of the milestone task, updating the milestone plan based on the real-time status information to indicate completion of the milestone task and include one or more remaining milestone tasks, automatically generating information reflecting a graphical representation of the completed milestone task and the one or more remaining milestone tasks, automatically calculating a revised estimated discharge time, and providing the generated interface update information and the revised estimated discharge time for output on the station display.