In pre-Uber/Lyft San Francisco, it was literally impossible to get a cab home on a weekend night. I would call a dispatcher an hour ahead of time, and stand about a 25% chance of a taxi actually showing up. They would expect you to be waiting at the location the entire time - the drivers would not call to let you know they'd arrived.