Artificial intelligence is rapidly changing how scientists search for new catalysts—the materials that speed up chemical reactions essential for producing fuels, chemicals and clean energy technologies. However, despite remarkable advances in AI, a major obstacle remains: a lack of comprehensive, standardized data that AI systems can effectively learn from. Solving this data challenge is key to unlocking the next generation of AI-driven catalyst discovery.