I tend to over tip, but I tipped our driver $15. He was an exceptional driver, on time, didn't rush us at the grocery store. Just a "nice guy in general". I also had him on the return and tipped the same.
I think it's a personal choice with the majority going with $10.00 per trip. That is unless the driver is not satisfactory.