Investing heavily in AI, especially resource-intensive versions such as large language models (LLMs), is often pitched as a way to address sustainability and climate challenges. These powerful technologies can optimize renewable energy systems, predict weather, and discover new materials. However, there is a paradox at the heart of this argument. While AI has the potential to advance sustainability, its environmental impact could potentially offset many of its benefits.