Copeland's former bandmate in The Police, guitarist Andy Summers, was also a member of the group in its initial stages when it was known as "Rush Hour," but left following a short Brazilian tour in late 1987 prior to the recording of the first album. Subsequently, Michael Thompson was called upon at the last minute to record guitar parts, leading to him touring with the band as a supporting player. Rusty Anderson, later lead guitarist for Paul McCartney, also recorded and toured with the group. Neither Thompson nor Anderson were full-fledged group members.
The band purchased the name (for $5,000) from the original Animal Logic band, which was based in Harrisonburg, Virginia, and led by Rob Hatch of Fairfax, who is now a film producer.
In 2013, Copeland, Clarke & Holland got together (as Animal Logic) and recorded a new track, Whipping Boy, at the Sacred Grove. A video was made and can be found on YouTube.