The film is based on the 1979 running of the Cannonball Baker Sea-To-Shining-Sea Memorial Trophy Dash, an actual cross-country outlaw road race held four times in the 1970s, starting at the Red Ball Garage on 31st Street in New York City (later the Lock, Stock and Barrel Restaurant in Darien, Connecticut) and ending at the Portofino Inn in Redondo Beach, California, in Los Angeles.