The album was produced by Al-P who would later work alongside Jesse F. Keeler in the electronic music duo MSTRKRFT.

All songs were written and recorded by Sebastien Grainger (drums and vocals) and Jesse F. Keeler (bass and synthesizer).

Vocalist and drummer Sebastien Grainger gave the song "Black History Month" its title simply because it was written in February.

According to a post made by bassist Jesse F. Keeler on the band's forum, the song title "Sexy Results" is taken from The Simpsons.

The album's name is a play on a quote in the mini-series pilot of the 2004 reboot of Battlestar Galactica where Caprica Six tells Gaius Baltar "I'm a woman," to which he responds "You're a machine".