Bogović was a Titular Bishop of Tamata and Auxiliary Bishop of Archdiocese of Rijeka–Senj from 4 June 1999 until 25 May 2000 and the first Diocesan Bishop of the new created Gospić-Senj from 25 May 2000 until his retirement on 4 April 2016.