The project consists of industrial research into the electrolysis process, focused on identifying critical process variables, studying the behavior of all involved systems, and analyzing the functional interaction between the technologies that comprise the balance of plant. This research enables the design and development of a novel technological solution: a digital replica of industrial electrolysis. This replica allows for the simulation of the process with a predictive, preventive, and intelligent approach, minimizing subjective factors that influence its development and reducing reliance on prior knowledge and experience. This approach allows for establishing the technical viability of the process in the preliminary design stages, eliminating the need for complete plant construction to guarantee its functional validity.