Faster Analog Read?

Do you guys have a sense of how much the resolution or accuracy of the inputs vary as the speed increases? I'm happy to decrease the default prescale factor if we still get accurate readings. (I think it's better in most cases to be accurate and a bit slow than the other way around.) Any thoughts on which value provides the best balance of accuracy and speed?