 Originally, Beatty played Bugsy with a heavy New York City accent (which can be heard in the trailer).However, both Levinson and Toback thought that the accent was not right, so Beatty dropped the accent (which he thought was "charming") and used his normal voice.Principal photography began in January 1991, and filming wrapped in May 1991.