Successfully controlling the industrial chemical supply chain presents unique challenges for organizations . This essential network involves obtaining raw materials, transporting them to processing facilities, and finally, delivering finished products to end-users. Ensuring a reliable flow of chemicals requires meticulous planning, robust relations