Achyuth was born in Machilipatnam, Krishna District of Andhra Pradesh to Kunapareddy Rama Rao and Kunapareddy Sujatha. He had two brothers and two younger sisters. He was married to Ramadevi and had two daughters, Sai Sujatha and Sai Sivani.