Artificial Intelligence (AI) integration into Sustainable Engineering (SE) has gained significant attention recently. AI is a promising approach for enhancing SE practices by facilitating the analysis of large datasets, optimizing performance, designing sustainable infrastructure, controlling systems, and managing maintenance. This study aims to comprehensively review the impact of AI on SE and discuss the current directions in this field. The article aims to understand better how AI can enhance the sustainability of infrastructure systems and identify the challenges and opportunities associated with AI integration in SE. This paper reviews recent studies that have investigated the application of AI in SE and provides an assessment of the benefits and limitations of this technology. Furthermore, the study explores possible future directions for AI in SE, including developing more advanced algorithms, integrating AI with other emerging technologies, and using AI to address broader sustainability challenges. This review also highlights that AI can contribute significantly to SE practices. However, it also suggests that further research and development of AI for SE is necessary to fully understand and incorporate the benefits of this technology into the Architecture and Engineering Sector.