This show was originally developed at NBC under the title "American Lives", but the network ultimately passed on the pilot.
When asked on Michael Showalter's webisode series The Michael Showalter Showalter (2007) if Comedy Central had cancelled the show, Zach Galifianakis replied "Yes, thank God." He went on to explain that "messing with people" made him uncomfortable.