The track peaked at number thirty-two on Billboard's Hot Dance Club Play chart.

In 2001, Cher released a cover of the song on her album, Living Proof.

In 2003, "When the Money's Gone" with the song "Love One Another" as its B-side was released as Cher's third and final American single.

"Love One Another" earned Cher a Grammy nomination for Best Dance Recording; however, she lost the award to Kylie Minogue's song, "Come into My World".

US CD Maxi Single (42496-2) Allmusic editor Kerry L. Smith wrote that fans and club kids would appreciate the "rapid-fire drum beats on th[is] airy track".