At 18, shortly after the end of the Second World War, Moore was conscripted for national service. On 21 September 1946, he was commissioned into the Royal Army Service Corps as a second lieutenant. He was given the service number 372394. He was an officer in the Combined Services Entertainment section, eventually becoming a captain commanding a small depot in West Germany. There he looked after entertainers for the armed forces passing through Hamburg.