In 1985, Exposé had two dance club hits, "Point of No Return" and "Exposed to Love". Between 1985 and 1986, the three original members of Exposé left the group and were replaced by Jeanette Jurado, Ann Curless and Gioia Bruno. These new members re-recorded vocals on "Point of No Return", and both songs were included on the album. Although "Come Go with Me" was the first single released from Exposure, the other two songs were familiar to fans of the group and its music.
"Come Go with Me" became the group's first single to reach the Billboard Hot 100 chart. It peaked at #5 in April 1987 and remained in the Top 40 for 12 weeks. On the BillboardHot Dance Club Play chart, the song spent two weeks at the summit in January of that year, becoming their second song to achieve this feat (following "Point of No Return"). The 12" single also reached #2 on the BillboardHot Dance Singles Sales chart.