I have a co-worker who is really good at herding agents. I've seen him do work in an afternoon what would take more than two weeks without AI, but some of his other work ends up being so bad the rest of us want to string him up by his thumbs.
Its impossible to tell from just looking before hand what the result will be.
Saying that the AI saves time is like saying that a printer saves paper.