O'Reilly is part of Portlaoise Boxing Club. He competes at middleweight. O'Reilly's first major international tournament was the 2015 European Games in Baku, where he won the gold medal by beating local favourite Xaybula Musalov in the final. That qualified O'Reilly for the 2015 AIBA World Boxing Championships where he won bronze.