Guillebert first served Jean de Werchin, seneschal of Hainaut, and accompanied him to the East and to Spain. He then served John the Fearless in his war against the Prince-Bishopric of Liège and the Armagnac–Burgundian Civil War. He then joined the Teutonic Knights in the Polish–Lithuanian–Teutonic War.