After the war, Gaudermen worked for the French Rugby Federation, and also returned to motor racing, coming third in the 1922 Automobile Club de France's Touring Car Grand Prix at Strasbourg. At the age of 53, he represented France in the 1936 Summer Olympics, serving as a crewman in the 8 metre sailing event.