Riding a cab has gone from slightly dangerous and more often than not displeasing experience, to having a private driver that knows exactly where I want to go and how to get there. Besides, not having to use cash is a great plus as well.
So there you go, maybe not in the US, but in many countries where the taxi industry totally sucked, Uber has already succeeded big time.