J.K. Simmons was initially considered for a different role in the show Invincible before playing Omni-Man. It is reported that Simmons was offered an alternative character, but he preferred to play Omni-Man. The details of the initial offer and Simmons' decision-making process are not entirely clear, but it is confirmed that he ultimately chose to play Omni-Man.