The script was sold less than two days after being pitched, in an impressive thirty-six hours.
Originally titled "Bastards", but changed to "Father Figures" in September 2017, just three months before release.
Bill Irwin filmed scenes as Dr. Tinkler, but Christopher Walken took over the role during re-shoots.