 AllMusic has praised the album (especially band members Cherie Currie, Joan Jett and Lita Ford), comparing the band's music to material by Led Zeppelin and Aerosmith.According to multiple sources, including Cherie Currie (in her memoir "Neon Angel"), the liner notes of the 2003 Cherry Red Records reissue of "The Runaways", and Jackie Fox herself, bassist Nigel Harrison played bass on the album, due to manager Kim Fowley refusing to let Fox play on the record.The documentary film "" states that the album's first track "Cherry Bomb" was written ad hoc during the audition of lead singer Cherie Currie and the title is a play on the pronunciation of Currie's first name.