One of the first producers of the album was Guy Roche, who produced two tracks ("What a Girl Wants" and "I Turn to You") and co-wrote one of them ("What a Girl Wants"), along with Shelly Peiken. "What a Girl Wants" was later re-recorded for its single release, replacing the "lighter" version for a more "funky" R&B version. Peiken also re-wrote with Roche the single version for the track "Come on Over", first produced by Johan Aberg, Paul Rein and Aaron Zigman. According to herself, "We're going to give it more of an edge, R&B it up a little, maybe rock it out a little, give it a lot of different new directions and get it out there." Peiken co-wrote "Don't Make Me Love You", "Too Beautiful for Words", and "Dreamy Eyes", but those songs—though recorded—were scrapped, as the album only had space for twelve tracks.