Having been born and raised in the vicinity of the legendary Monza racetrack, Brivio had an early passion for motorsport and was a keen motocross racer.

When in 2014 the manufacturer officially announced their participation in the series starting from 2015, Brivio was named to be team manager of the revamped efforts.

[4][7] Brivio placed a focus on signing younger promising riders from lower classes in order to develop them to fit with the Suzuki team and bike.

[8] A return in form in 2018 saw the team achieve 9 podiums that year, and in 2019 Álex Rins took two wins in America and Great Britain.

[10] In early 2022, Brivio was moved out of the Formula One team to focus on Alpine's young driver programme and oversee potential forays into other motorsport categories as director of racing expansion projects.