Call a cab and wait and pray. Get a call 30 minutes later asking if you still want a cab. Wait 20 more minutes for a cab to actually show up.
This is in a major metro. Calling for a cab sucked if you weren't in a busy area, in which case you could just walk to a major street and hail one.