This paper explores the revolutionization of construction through intelligent solutions enabled by AI-driven engineering. Through case studies and research insights, it investigates how artificial intelligence is transforming various aspects of the construction industry, including design optimization, project management, and safety enhancement. The study highlights the application of AI techniques such as generative design, construction scheduling, and risk prediction in improving efficiency, cost-effectiveness, and sustainability in construction projects. Additionally, it discusses the integration of AI with Building Information Modeling (BIM), drones, and Internet of Things (IoT) devices to enable real-time monitoring, quality control, and resource allocation on construction sites. The paper also addresses challenges such as data interoperability, regulatory compliance, and workforce adaptation in the adoption of AI-driven engineering solutions in construction. It emphasizes the importance of collaboration, innovation, and continuous learning in harnessing AI's potential to build smarter, safer, and more resilient infrastructure for the future.