The generalization and popularization of AI are ushering in a new chapter of technology, offering enterprises nearly limitless opportunities for innovation and growth. Today, AI technology permeates every aspect, driving higher levels of automation for businesses and enhancing their ability to reshape through technology, data, and AI. By connecting material science, manufacturing processes, architectural physics, and business innovation via AI, it not only promotes the practical application of high-performance energy-saving materials, explores new models of technical services, and builds more sustainable commercial pathways, but also accelerates the transformation of innovative technologies into tangible emission reduction effects, providing verifiable and implementable technical solutions for the construction industry.