I think we're conflating two independent concepts: Chain Restaurants and Fast Food. Fast food, in the form of cheap and quick meals served in a less-than-formal setting is as old as cities. Food carts and wagons, shacks, etc.
Chain Restaurants became a thing by the 1880's, when Fred Harvey cut...