Although the song was originally announced as the lead single from Charli's then-untitled second major-label studio album,[3] it ultimately was not included on 2014's Sucker.

Robert Copsey of Digital Spy gave "SuperLove" four out of five stars, stating that the track "more than lives up to its ambitious billing.

'You're whisky, wasted and beautiful dancing through the fire/ You're such a vision to see,' she sings over a jaunty guitar line, swirling electronics and addictive cheerleader claps before unleashing a tongue-twister of a chorus that immediately knocks you over the head and commands you to dance along and given Charli's current ambitious mindset, who are we to argue with her?".

[8] The accompanying music video for "SuperLove", directed by Ryan Andrews, was filmed in Tokyo and premiered on 26 September 2013, months before the digital single release.

[3][9] The video shows Charli performing the song in a room covered in multi-coloured lights and dancing with robots.