You could use a 100-220V (Whichever you plug the power cord into) on-delay relay and have the NC contact connect the 12V and ON terminals.
As soon as you plug in the robot it will connect 12V to the ON port for the duration of the timer and then break the connection. This should simulate someone pushing an ON button for a certain duration.