Tungsten oxide (WO3) photochromic films require external force to accelerate the return to their original state after being photoinduced to color under ultraviolet light; otherwise, the fading process is exceedingly slow. The research explores the effects of various metal ion dopants on WO3 photochromic performance, with a focus on Fe doping. Fe-WO3 composite films demonstrate rapid coloration (3 minutes) and bleaching (30 minutes) processes, significantly improving upon undoped WO3. The mechanism of Fe ion catalysis in electron transfer is elucidated through HRTEM, SEM, EDS, and XPS analyses. The practical application of Fe-WO3 composite films in smart windows is evaluated using Energy-plus software, showing substantial energy savings across diverse climate zones. Our findings render great opportunities for innovative photochromic designs that can help achieve energy-saving performance in windows.