A music video for "Missing You" was filmed by F. Gary Gray, director of Set It Off. The video portrays Brandy, Tamia, Gladys Knight and Chaka Khan performing in different landscapes each. Brandy is in the middle of a grassy field under a tree; Tamia is in the middle of a wheat field; Knight is on a covered bridge overlooking a stream; and Khan is on top of a cliff overlooking an ocean shore. It also features scenes from the 1996 film.
