Alternatively, for more complex scenarios, conceptual chemical knowledge can guide the identification of potena) giovannimaria.piccini@unimore.it tial intermediates, particularly when the reaction mechanism is known. These heuristic approaches have proven highly effective in characterizing products and intermediates in well-established processes . However, their applicability is often limited by the need for prior knowledge of the reaction pathways.