Complex intermediates are typically studied using various spectroscopic and computational techniques. Spectroscopic methods such as NMR, IR, and X-ray absorption spectroscopy can provide information about the structure and dynamics of intermediates. Computational methods, including density functional theory (DFT), are used to model intermediates and predict their properties and reactivity.