Artificial intelligence (AI) is transforming the landscape of industrial chemical production and supply chain management, offering numerous advantages that improve efficiency, safety, and sustainability. Incorporating AI into chemical manufacturing enables organizations to enhance production processes, lower expenses, elevate product quality and sustain a competitive advantage. AI is reshaping the operational dynamics of chemical companies in an industry characterized by rapid change, facilitating advancements from predictive maintenance to supply chain optimization. Furthermore, AI is crucial in enhancing process optimization within industrial chemical production. The production of chemicals entails intricate processes with various factors, including temperature, pressure, and chemical reactions, all of which require meticulous monitoring and control.