In the 2005–2006 season, Inoue / Baldwin medalled on the Grand Prix. At the 2006 U.S. Championships, Inoue and Baldwin became the first pair to successfully perform a throw triple Axel in competition. They went on to the 2006 Four Continents, which they won. At the 2006 Winter Olympics, they made Olympic and international history when they landed the throw triple Axel for the first time in international competition. They placed 7th overall. At the 2006 World Figure Skating Championships, they placed 4th.