It has also been a hit for Danielle Brisebois in 1995, and also covered by the Sattalites, Hepcat, Mina, Don Dixon, Syl Johnson in 1979 on his album Uptown Shakedown and Peter Andre. Andre's version was his second single, released in 1992, which went on to win him an ARIA Award in 1993 for highest-selling Australian single of the year. It was also covered by Roberto Jordán and Cox in one Spanish version, and by Los Straitjackets in another. Jay Dee aka J-Dilla remixed the song, which was released as a 45 rpm promo.
The song was also recorded by Constant Meeuws, a singer from a Dutch group called Skateboard, at the end of the 1970s and was produced by Rudy Bennett from the Motions. That single was released by Polydor Records.
"Gimme Little Sign" was covered by Australian artist Peter Andre and released as the second single from his self-titled debut album. The single was released on October 26, 1992, through Melodian Records. The single peaked at #3 on the Australian Singles Chart, achieving platinum status. The single also gained an ARIA award for 12th highest-selling single of 1992 in Australia.