In NYC (or at least in Manhattan), when taxis are readily available (non-extreme weather), Uber is 2x to 3x less convenient than taxi. When taxis aren't readily available i.e. extreme weather, Uber is 3x - 5x more expensive than taxi and still takes forever to get one.

I believe that Uber in NYC will remain a niche player. But I do appreciate some competition against the taxis.