How do you handle climate model runs when computing time runs out?

I keep running into the same problem: the model experiments I want to do need far more computing time than my allocation allows, so I have to cut the ensemble size or shorten the runs.

I'm curious how others decide what to trim without weakening the study.

What do you cut first when your computing budget falls short of the science you want to do?