Last time I was in NYC, I used Uber-for-taxis Curb app, which I found to be consistently cheaper and largely interchangeable UX-wise with Uber (upfront fares, ride tracking, driver rating, etc). In NYC at least, Uber offered me as a user no tangible upside. I think their inherent competitive advantage against taxis, at least in major metropolitan areas, has been exaggerated.