Fives, in collaboration with CELSA Barcelona and Barcelona Supercomputing Center, has undertaken a digitalization project named INTERFACE aimed at developing a high-performance computing (HPC) platform to conduct highly accurate simulations of the reheating furnace and generate reduced models based on artificial intelligence (AI) and furnace sensor instrumentation.