Location scouting is to the film business what Switzerland is to war. John Pellam had been in the trenches of film making, with a promising Hollywood career — until a tragedy sidetracked him. Now he's a location scout, who travels the country in search of shooting sites for films.

When he rides down Main Street, locals usually clamor for their...