I mean Chicago has tons and tons of startups, and a "startup culture". For example http://www.1871.com/. But finding startups that money similar to normal companies? Not super easy.
NYC startups even if they paid more, COL is 3x what Chicago is and not that far from SF... so seems a bad place to go if your goal is to "buy a house"