Artificial intelligence (AI) is transforming the way scientists discover and design new materials. In a specially invited review published in Angewandte Chemie International Edition, Tohoku University researchers highlight how large AI models are redefining catalyst discovery and paving the way for faster, smarter innovation in clean energy and sustainable technologies.