A team of subject matter experts on polyurethane chemistry, material science, fluid mechanics, reaction engineering, machine learning, and information sciences have been working together to develop a new work process that Dow refer to as Predictive Intelligence (PI). This paper gives a brief introduction to PI and presents some recent case studies.