The charted versions were by Wood, Peter Andre, the Sattalites, and Danielle Brisebois.

"Gimme Little Sign" was covered by Australian artist Peter Andre and released as the second single from his self-titled debut album.

[19] The Sattalites's version, titled "Gimme Some Kinda Sign", in June 1988 peaked at number 44 on Canada's RPM 100 Singles chart and number nine on RPM Adult Contemporary chart.

The music video of the Brisebois version was directed by Kate Garner and Paul Archard.

[27] Other tracks of the single are "Just Missed the Train" and "Ain't Gonna Cry No More".