The way computational tools could improve the process of the pyrometallurgical route is to test different process conditions occurring at different temperatures, different atmospheres and quantities. Computational thermochemistry approaches like the one studied recently for other fields involving metallurgical processes could be applied for LIB recycling in conjunction to ML tools in order to further optimize the recycling process design while also reducing the energy consumption.