Howie Mandel said that he accidentally created the voice that would be later used to voice Bobby when he was choking on a piece of cake.
On February 12, 2007, the character Bobby made a surprise appearance on an episode of Deal or No Deal (2005).
The voice Howie Mandel used for Bobby is the same voice he used for Skeeter on Muppet Babies.