Duff loved the recording process of "Come Clean", having a "good time" in the studio with Shanks, who produced the song. According to Duff, he was "really, really, really great" about making her feel comfortable in the studio. DioGuardi's idea for the vocals on "Little Voice" were "very, very character—it was one of those songs that's more about the character of the vocal as opposed to being a more straight-to-the-middle kind of vocal performance". According to Bennett, the song's producer, "it was kind of an acting job as opposed to a more traditional approach" for Duff.