A part of the staff at Waasland-Beveren during the time on the bench spent there by Philippe Clement, Johan Van Rumst joined the current coach of AS Monaco at KRC Genk in July 2018, working as an individual coach and analyst. He then became assistant coach starting in 2019, when he arrived at Club Brugge, and has retained this role in Monaco.