Molecular simulations analyze how organic molecules self-assemble into protective thin films on metal substrates to block corrosive agents like oxygen and chloride ions. By calculating adsorption energies and molecular interactions, these studies predict the stability and coverage of the inhibitor layer. This atomic-scale modeling allows researchers to design eco-friendly "green" inhibitors by optimizing the molecular orientation and binding strength to ensure long-term surface passivation in diverse industrial environments.