Wing it....... at first to find out what they want then go into a number of pre-determined mini sets based on audience reaction.
Keeping them on the floor is the name of my game as I'm sure it is for many of us and I positively invite requests by talking to the audience in the break and sometimes before the gig if I get chance ... as has been said already.....They are paying.........

KF