To prompt someone to do something means to make them decide to do it.

If you prompt someone when they stop speaking, you encourage or help them to continue. If you prompt an actor, you tell them what their next line is when they have forgotten what comes next.

A prompt action is done without any delay.

If you are prompt to do something, you do it without delay or you are not late.