The group re-recorded the song for the "Rio" album a few months later at London's AIR Studios with producer Colin Thurston, who also recorded the hits "Too Shy" for Kajagoogoo, and "I Want Candy" for Bow Wow Wow. Andy Taylor remembers: "He was a great organizer and arranger, we gave him far more ideas and music than the track actually needed, and he was important in the process of whittling them down to the essential elements." Thurston and the band decided to keep the demo's original electronic backing track and just re-record the other instruments and vocals.