Musically, "She Drives Me Crazy" has been described as emphasising the space between its separate parts, with these parts "all designed to be tight and funk-like in their precision," albeit with rock-edged sounds, including the distorted guitar which operates as a counterpoint to "the vocal melody and Gift's floating falsetto." Jo-Ann Greene of AllMusic said the song contains "the most unique, and instantly identifiable, beat/riff combination of the decade." "Good Thing" is the band's tribute to the northern soul all-nighter parties of the 1960s and 70s, and was referred to by AllMusic's Dave Thompson as "arguably the apotheosis of the Cannibals's hybrid sound." It features a choppy rhythm, and is constructed around a "slinky R&B riff" which is further aided by a boogie-woogie piano and "slammed home with a cracking beat." Jools Holland played the piano on the track, noting that it was "one of the biggest selling records I've ever played on".