I was in San Francisco, the birthplace of Uber, in 2009/2010. If you wanted a taxi pickup, you generally had to call two or three taxi companies and wait 30-45 minutes for a two in three chance of a taxi showing.
That doesn't happen anymore. Not after Uber.