I lived in NY for a while. Uber was always markedly cheaper, especially after factoring in tip (taxi drivers need tipping, Uber drivers don't).

More recent anecdote: I was interviewing in CA the other day. Airport taxi to Menlo Park: $125. Uber from Menlo Park to Airport: $31.