In Prohibition-era Chicago, musicians Joe and Jerry witness a mob hit and need to get out of the state fast. To avoid being found, they disguise themselves as women, take the names Josephine and Daphne, and join an all-female band. Their plan offers a way to escape, but keeping up the act brings a growing set of complications.