The character played by Warren William was supposedly based on William Fallon, a notorious New York lawyer.
The Vince Day character is very loosely based on Bill "The Great Mouthpiece" Fallon, one of the great criminal defense attorneys of the 1920s, who successfully defended gambler Arnold Rothstein in the "Black Sox" Fix of the 1919 World Series.