Information marked the first time in Edmunds' solo career that he collaborated with an outside producer. Electric Light Orchestra frontman Jeff Lynne produced two songs on the album: the title track, and the Lynne-penned "Slipping Away". The latter would become Edmunds' first American top-40 hit in 13 years (and his last top-40 hit to date), reaching #39 on the Billboard Hot 100. The album itself reached #51 on the Billboard 200 and #92 in the UK.
Other notable cover versions on the album include NRBQ's "I Want You Bad" and The J. Geils Band's "Wait".