This demonstrates that our method is capable of identifying not only the most likely products but also of agnostically exploring reaction pathways that transit through intermediates with a similar probability of occurrence. This is a fundamental aspect of studying chemical reactivity in complex catalytic systems, where experimental knowledge is often limited due to the short-lived nature of such intermediates. Nevertheless, these intermediates play a crucial role in determining the overall mechanistic network, which is essential for multiscale modeling of catalytic reactions, such as through microkinetic models.