Solvents are a critical component of complex matrices, often determining the solubility of reactants, intermediates, and products. They can influence the reaction mechanism and the stability of the catalyst. Choosing the right solvent is essential for achieving high selectivity and efficiency in catalytic processes. Additionally, the use of mixed solvents or solvent-free systems can further complicate the behavior of the catalytic system.