The discovery phase in catalysis is a critical stage where new catalysts are identified, synthesized, and evaluated for their potential to enhance chemical reactions. This phase involves a series of systematic approaches aimed at discovering materials that can lower the activation energy of a reaction, thereby increasing its rate and efficiency.