Gjergji was born in Avlona, Albania in 1973. He graduated from the Technical High School, the Department of Economics. He worked at a MOBIL station from 1994 until 2000, when it was renamed EKO. From 2000 to 2009, he worked in a technical aluminium company as a technician in revolving doors and security doors for bank branch offices. From 2009 to 2017 he worked at an EKO station and from 2017 to 2018 he worked as a parking manager.
Gjergji joined Panellinio in October 2018.