Geisha are traditionally Japanese female entertainers who are highly skilled in various arts like dance, music, and conversation. The documentary aims to dispel common myths and misconceptions about geisha by providing a brief history and overview of their training, roles, and daily lives. It also discusses some famous geisha districts and how geisha have been portrayed in popular films.