The album cover of K.I.S.S. was shot by photographer Marc Baptiste and was primarily inspired by Janet Jackson's cover for 1986 album Control along with a few other artists, including Vanity 6, The Jets, Andy Warhol, and Lisa, Lisa. All singles cover artwork was shot by Reesee at Zigga Zagga studio. In an interview with AOL, Mya revealed that the meaning behind the abbreviation of K.I.S.S. stands for "Keep It Sexy and Simple." She further explained that she named her album K.I.S.S. because it is "sealed with a kiss as a gift to my fans. It's about keeping it simple by keeping negative energy and unnecessary things to a minimum. Being simple is sexy to me."
