Price is not the issue for me. It's the service quality and convenience. I used taxi's to get home from bars and I would say 50% of the time I would have a problem (card machine doesn't work, don't go to my address, won't accept 3 people). Uber eliminated the friction.
Note: I pay a flat monthly fee for transport (public) around £1200 a year. Trans, trams, buses.