Once potential catalysts are identified, experimental validation is conducted to confirm their performance. This involves synthesizing the catalysts and testing them under controlled conditions to measure their activity and selectivity. Advanced techniques such as spectroscopy and microscopy are used to characterize the catalysts' structure and composition, providing insights into their mechanisms of action.