Grigorian began boxing at the age of 11. He defeated Shane Mosley and won a gold medal at the 1990 Goodwill Games in Seattle City. Grigorian won a silver medal at the 1991 World Amateur Boxing Championships and competed at the 1992 Summer Olympics in Barcelona.