The catalytic mechanism involves multiple steps and intermediates, making it inherently complex. Ambiguity often arises due to incomplete understanding or conflicting experimental data regarding these steps. For instance, identifying the active site in heterogeneous catalysts can be challenging due to the presence of various surface species and their dynamic nature during the reaction.