Larry Flick from Billboard magazine commented, "Trance/rave masters dip into their glorious Guru Mother album, pulling out this sparkling jewel. Kirsty Hawkshaw's angelic presence provides poetic depth, while remixes by Paul Oakenfold and Steve Osbourne embelish the song's strong melody with a trend-conscious rhythm base."[3] Pan-European magazine Music & Media wrote, "Imagine all those clubbers trying to follow Opus III's instructions to dance hand in hand. Luckily the beat and the lyrics are dead simple, maybe your station can lend a hand too."[4] A reviewer from Select said, "With some careful remixing, however, 'Hand in Hand (Looking for Sweet Inspiration)' could turn into a pretty mean floor-filler."[5]
In 1997, British dance act Grace covered the song and released it as their sixth single from their only album, If I Could Fly (1996), titled as "Hand in Hand", on Paul Oakenfold's Perfecto label. It reached number 38 on the UK Singles Chart,[8] number 32 in Scotland and number 85 on the Eurochart Hot 100.[9] Remixes of the song included a complete reworking of the song by Jam El Mar of European dance act Jam & Spoon.[10] Two videos for the song were released, of the Oakenfold and Osborne Radio Mix and an unreleased Eddy Fingers Edit. The Guardian called it "Grace's strongest single to date",[10] while The Baltimore Sun thought the song had "too much exuberance."[11]
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