Every year, billions of dollars are lost on revenue leakage due to poor or sub-optimal decisions made in running industrial operations. We strive to identify key factors that impact revenue leakage and cost out opportunities that help businesses make optimal decisions directly contributing to their top/bottom line. For eg., procurement of goods using Artificial Intelligence (AI) and Machine Learning (ML) techniques can provide a strong mathematical framework for negotiations with vendors or identifying the right vendors to strategically procure goods (SmartSourceTM). . For any construction project, having a data driven AI framework to negotiate with vendors would lead to millions of dollars saved on procurement.