The filmmakers gave each actor a book that corresponded to the character they were playing. Kiersey Clemons received Patti Smith's Just Kids, Callum Turner got David Foster Wallace's Essay's on Tennis, Pierce Brosnan's was Stories from the New Yorker, The New Atlas of New York for Jeff Bridges, and finally Kate Beckinsale would be given a copy of Tolstoy's Anna Karenina.
Allan Loeb's screenplay sat for 10 years in the Hollywood Blacklist of best unproduced screenplays.
Production Designer David Gropman and Location Manager Kip Myers searched all over New York to find the locations that retained the city's "edgy, ungentrified side." They insisted that each scene would be shot in its appropriate neighborhood as stated in the film.
Screenwriter Allan Loeb had been living in Los Angeles for a decade, trying to make it as a writer with little success. He was days away from giving up when producers Albert Berger and Ron Yerxa spotted his screenplay for "The Only Living Boy in New York" and expressed interest in producing the movie.