Abstract: The increasing usage of Artificial Intelligence in the industrial setting has brought about a transformation in the industrial process chain, asset management, and decision-making mechanisms. Though AI-enabled systems are increasingly being regarded as facilitators of industrial sustainability, research evidence regarding the extent to which AI can contribute to industrial sustainability is still limited. This research aims to explore the role of AI in industrial sustainability using both conceptual analysis approaches and insights from existing industrial applications.