I rarely use a cab... I called for a cab once and it was a horrible experience. The other person had such a thick accent I wasn't quite sure if the information was conveyed properly, after several attempts to confirm.

In the end, I said to myself, "Screw it. Just wait 5-10 minutes and call another cab." Fortunately the cab came to the right location and all was good.