This happens ALL THE TIME. I owned three gas stations that I sold a couple years ago, and we would get a "drive off" at least once a month. It's about a $700.00 fix, and the drivers usually get pissed off when we would ask for their insurance info. They thought we should just eat the cost for their stupidity.
BTW, 95% were females...