focuses on developing an optimized strategy for selecting the best combination of multilayer glazing windows integrated with Phase Change Materials (PCMs) to improve energy efficiency across various climates. PCMs are materials that absorb or release heat as they transition between solid and liquid phases, making them useful in thermal energy management. The integration of PCMs in glazing windows can significantly enhance thermal insulation and reduce energy consumption in buildings.