NYC is really the outlier. Not that I'm typically out eating late in the city but what you describe isn't all that different in Boston/Cambridge (and Cambridge bars closed at midnight until relatively recently). And, last time I got into downtown Chicago late (11pm or so) on a business trip, the only food available near the hotel was takeout delivery from some pizza place.