Studying intermediate complexes often involves advanced spectroscopic techniques, such as NMR spectroscopy, X-ray crystallography, and infrared spectroscopy. Computational methods, including Density Functional Theory (DFT), are also employed to predict and visualize the structures and energies of these complexes. These studies provide insights into the reaction mechanisms and help in the design of more efficient catalysts.