In 1999, his son, Ji Shengde, a senior member of the People's Liberation Army intelligence, was arrested and tried for corruption, selling classified information and diverting public funds, and was sentenced to death penalty.
With the outbreak of the Cultural Revolution in 1966, Qiao Guanhua was first identified as member of the counter-revolutionary clique ruling the Foreign Ministry along with Chen Yi and Ji Pengfei.