It wouldn't be fair to NYC and Chicago to compare them to SF. In my mind, the completely horrible broken experience of the SF taxi system was what created Uber & friends. I've been living in SF pre-Uber and having moved from a big city, the taxi system just drove me nuts, I could not understand why it was that fucked up. If it were as good as it is/was in NYC, prob we would've never seen Uber.