The team sought to differentiate the game from The Simpsons: Road Rage, deeming their new entry into the franchise required a different direction. The game was heavily inspired by the Grand Theft Auto series, and the development team re-purposed the open-world design and nuanced character development for the game. This encouraged collaboration with the show's writers and cast, who helped craft the story and dialogue.