Generative AI holds promise for revolutionizing product design and operation towards greater energy efficiency and sustainability, surpassing human capabilities. Yet, its current energy demands, particularly from AI semiconductor chips and data centers, pose significant sustainability challenges, potentially outweighing its benefits. This discussion will delve into the factors driving energy demands in the AI ecosystem.