According to the trade journal
Film Daily, RKO reported the original story "Strange Women" was written by Lebedeff and
Benn W. Levy. In addition to
Strange Women, working titles included
Woman Pursued and
Kisses By Command. Shooting took place in June 1931.
Henry Hobart, the original production supervisor of Gay Diplomat, was so upset by the film's inadequacies and by Lebedeff's lack of star quality that he walked off the project.
Pandro Berman replaced Hobart as supervising producer in mid-production, thus earning Berman his first screen credit. The picture was Lebedeff's first starring role and he figured heavily in RKO's marketing campaign, which touted him as another Valentino and portrayed the story as based on events from his life. Tobin was borrowed from Universal to play the female lead. ==Reception==