The field of catalysis is integral to numerous industrial processes, from refining petroleum to synthesizing pharmaceuticals. The complexity and specificity required to develop effective catalysts contribute significantly to the high research and development (R&D) costs. Developing a new catalyst involves extensive experimentation, sophisticated equipment, and highly specialized knowledge, driving up expenses.