In 2021, at the 2020 Summer Olympics, Guy became Olympic champion, winning gold in the 4 x 200 metres freestyle relay for Great Britain with Tom Dean, Duncan Scott, Matt Richards and Calum Jarvis. He won a second Olympic title, the inaugural mixed medley relay, with Adam Peaty, Anna Hopkin, Kathleen Dawson and Freya Anderson.