Although Superman has not appeared as a character on Teen Titans Go! his presence has been felt. The Man of Steel is a reality in this universe inspiring such brands as Justice Java.
To date, the closest the series has come to actually including Superman was in a demo reel displaying the benefit of "Power Moves" like a super frozen batarang combo.
Check back next week for another chapter in The Super History of Superman.