A naive direct application of rNets to this mechanism resulted in a reaction network that was challenging to interpret, as depicted in Figure . rNets would conform an essential part of this coupled workflow, simplifying and unifying the visualization of the likely very complex systems studied through this kind of pipelines. Furthermore, the possibility of performing microkinetic simulations as part of this workflow opens the door to in-situ visualizations of the evolution of the concentrations of the different species in the reaction network, as we will detail in the following section.