The album was mixed Tchad Blake who also mixed The Dandy Warhols Odditorium or Warlords of Mars and Come Down. Tchad is well known for his recent work with The Black Keys, Blitzen Trapper and Pearl Jam. The album cover for This Machine was painted by local Portland, Oregon painter Hickory Mertsching.

Stand out track, "Autumn Carnival" was co authored by Courtney Taylor and David J of Love and Rockets. About the album, Courtney says, "We've been told that its our gothiest. I thought it was our grungiest so I'm really hoping its a hit with goths who are...um, really outdoorsy?"