While computational and theoretical methods provide valuable predictions, experimental validation remains essential. This involves synthesizing the predicted catalysts, conducting the reactions under controlled conditions, and analyzing the products. Techniques such as Gas Chromatography (GC), Mass Spectrometry (MS), and Nuclear Magnetic Resonance (NMR) spectroscopy are commonly used to characterize reaction outcomes and verify predictions.