Geiger's debut in FIS Ski Jumping World Cup took place in November 2012 in Lillehammer. On 15 December 2018 in Engelberg, Geiger won a World Cup competition for the first time in his career. On 16 February 2019, he achieved his second World Cup victory in Willingen, Germany.