Gray hydrogen future in the energy transition is uncertain. As the world increasingly focuses on reducing carbon emissions, gray hydrogen is losing favor due to its high carbon footprint. Many countries have set ambitious targets to reach net-zero emissions by 2050, which requires a significant reduction in greenhouse gas emissions. This has led to a growing interest in cleaner hydrogen production methods, such as green and blue hydrogen.