Bagayogo was drafted in the second round, 14th overall, in the 2023 CFL Draft by the BC Lions and signed with the team on May 9, 2023.[4] Following training camp in 2023, he made the team's opening day roster and made his professional debut on June 9, 2023, against the Calgary Stampeders.[2] After sitting out three games due to injury, Bagayogo played in every other regular season game, playing in 15 games and recording six defensive tackles and three special teams tackles.[2]
Bagayogo attended training camp with the Lions in 2024, but was part of the final cuts on June 2, 2024.[5]
Hamilton Tiger-Cats
On June 12, 2024, it was announced that Bagayogo had signed with the Hamilton Tiger-Cats.[6]