Guignard began learning to skate in 1993. Early in her career, she competed for France. Following partnerships with Christopher Guignard and Goulven Fourdan, she teamed up with Guillaume Paulmier. The two debuted on the ISU Junior Grand Prix series in the 2006–07 season. They finished 18th at the 2008 World Junior Championships and 19th in 2009.