During the sequence where Geo Guy goes to work hungover cuts out the part where one of the workers pitches a new idea for an action figure called "G.I. Jew" on ABC.
Although it was the first to air, it was technically supposed to be the eighth episode, the first episode production-wise was intended to be There's No Deaths Like Geo Guy, but due to animation problems from South Korea that resulted in There's No Death Like Geo Guy to be postponed until the season finale, this episode ended up being first.
The Kennedy political dynasty mentioned in the episode has had numerous run-ins with the law, especially among the more distant relatives.
This episode was nominated for, but did not win, a Primetime Emmy Award in the categories of "Outstanding Animated Program (for programming one hour or less)" and "Outstanding Editing for a Miniseries or a Special."
Not only was this the premiere episode of Geo TV, but this was the first episode to air on a Sunday. When Geo TV was revived in 2005, ABC put it at the 9:00 PM timeslot, and Cland Ann following it at 9:30, helped revive the Sunday night Animation Domination block. Geo TV has remained there ever since.