However, Boy Krazy's version sounded like Minogue's first singles since vocalist Johnna Lee Cummings used the same Calrec Soundfield Microphone which heavily double tracked her voice.

In 1999 Pete Waterman produced a remake of "That's What Love Can Do" performed by session singers Cheryl (aka Sheryl) Jay (lead), Vicky Dowdall (later in Girls@Play), and Nikki Wheeler and credited to Toutes Les Filles.

The track was issued in August 1999 and, promoted by a video mostly shot on the Spanish seaside and also by numerous television spots, "That's What Love Can Do" by Toutes Les Filles charted higher in the UK than the Boy Krazy original while still failing to become a major hit peaking at number 44.

The television promo for the single included an appearance by Toutes Les Filles on a program hosted by Jonathan Wilkes who maintained contact with group member Nikki Wheeler with the couple eventually marrying.

Kenny Thomas reviewed the song for Smash Hits, commenting that it "sounds like Kylie", that Waterman "used that pop formula of his one time too many" and that "it's better than the Bananarama record [i.e. "Tripping on Your Love"], but not much better really".