Cab companies have done that, at least in SF. I've been using Flywheel [1] for nearly 2 years. I press a button, and a cab turns up in a few minutes. When I'm done, they bill my card. And unlike stories I hear about Uber, these drivers know the city well.

[1] http://flywheel.com/