Bitter Sweet further explores Ferry's jazz influences, includes reinterpretations of Roxy Music cuts like "While My Heart Is Still Beating" and "Dance Away". Ferry is also tinkering with some of his own solo songs, such as the title track, which Ferry's refashioned as a sumptuous, smoky affair buoyed by melancholic horns.