In Celtic, name Brice means – Swift. Famous bearer: St Brice, sometimes called St. Britius, was a 5th century Bishop of Tours.. Other origins for name Brice include – Celtic, English, Scottish, French, English. Name Brice is most often used as a boy name or male name.