[3] It proved to be a hit on the UK Singles Chart in October 1992, peaking at number three and later being certified silver by the British Phonographic Industry for sales in excess of 200,000 copies,[6] and it also reached the number-three position in the Netherlands in January 1993.

Ned Raggett of AllMusic complimented the song a "noted smash, with great diva vocals from Angie Brown (one of her earliest star turns) and a simple but still sweeping string section reminiscent of disco's orchestrations at their best".

[9] Larry Flick from Billboard wrote, "Fabrication of Jocelyn Brown's dance nugget "Love's Gonna Get You" is steeped in rave sensibilities without sacrificing commercial appeal.

"[10] Marisa Fox from Entertainment Weekly noted that the trio "layers bass-heavy rhythms under warm disco choruses, making butt-burning dance music, not teen-bleep techno."

"[11] Richard Smith from Melody Maker praised the song as "an absolute masterpiece of compression, saying everything it needs to say in just three-much repeated lines and it's still so sexy you half expect bodily fluids to start oozing out of the hole in the middle of the record.

"[12] James Hamilton from Music Week's RM Dance Update found that the Stafford based trio "go back to the classic 1979/81 disco sound for this soulful [track]".

Camp as you like, 'I'm Gonna Get You' tickles and teases with flirtatious vocals proving that Bizarre Inc are at their very best when they follow their gut instincts and head blatantly for the mainstream rather than darting around on the underground.

The raw, fingers-down-a-blackboard racket of ravecore has been replaced by the finger-snapping swing of NY giant Todd Terry with new tracks like the garage style 'I'm Gonna Get You'.

[24] Peter Paphides and Simon Price from Melody Maker wrote in 1994, that merging of Italo and garage had resulted in "a million fantastic, brutally poppy house tracks with loads of sampled screaming divas", like "I'm Gonna Get You".

[29] Mixmag ranked it as one of the 30 best songs in their "The 30 Best Vocal House Anthems Ever" list in 2018, noting, "With its call and response lyrics, electrifying piano line and shining rave sensibilities, this one's still a certified banger!

It hits like a shot of liquid serotonin in the dance, with the assertive tone of Brown’s vocals grabbing dancefloors by the scruff of the neck and thrusting them into overdrive.

With vocals by The Pussycat Dolls member Jessica Sutta, Audé's version charted at number one on the US Hot Dance Club Songs.