The song has been recorded by many different artists including The Miracles, who recorded the 1960 original version, The Temptations, The Supremes, Terence Trent D'arby, Brenda and The Tabulations, John Farnham, Human Nature, En Vogue, Michael Bublé and Giorgia Todrani and Jessica Mauboy.

Shaheen Jafargholi, then twelve years old, performed the song at Michael Jackson's public memorial service in July 2009.

Michael Jackson was the lead singer on this recording, with his brothers Marlon, Tito, Jermaine, and Jackie on background vocals; Bobby Taylor of the Vancouvers served as producer.

The Jackson 5 version of "Who's Lovin' You" was one of a number of early recordings the group made at the Hitsville U.S.A. recording studio in Detroit, Michigan, with the Funk Brothers on instrumentation - including Earl Van Dyke on keyboards, Robert White, Eddie Willis and Joe Messina on guitar, James Jamerson on bass, Uriel Jones on drums and Jack Ashford on percussion - arranged by David Van De Pitte.

It was a regularly performed/popular song in their set-list from 1970 to early 1972, presumably dropped from the set because of more hits being released and Michael's voice beginning to change in 1972.