It was released in February 1993 by Vinyl Solution and Sony as the third single from the group's second studio album, Energique (1992).
Ned Raggett from AllMusic stated that singer Angie Brown "does another good vocal turn on the ["I'm Gonna Get You"] similarly-arranged" song.
[3] In his weekly UK chart commentary, James Masterton wrote, "The decision of the techno duo to get themselves a guest vocalist with a real voice reaped obvious dividends when "I'm Gonna Get You" hit No.3 back in October.
The new single is basically more of the same, following a proper song structure but still a track to storm the clubs and the airwaves.
"[4] Sam Wood from Philadelphia Inquirer viewed it as an "attempt at more conventional dance pop", and concluded, "They're intended for pop radio airplay, not the rave dance floors where lyrics tend to snap dancers out of their hard-won trances.