Series co-creators Trey Parker and Matt Stone described the production of "Go God Go" and "Go God Go XII" as "painful", mainly because of how it deals with atheism.
The decision to do an episode with the theme of atheism was finalized when Penn Jillette emailed Parker and Stone expressing his disappointment in finding out that they are not atheists themselves.