This document discusses enterprise social graphing and how it can be used to innovate new products and services. It describes how machine learning and social graphs can help discover expertise within organizations. Examples are given of how companies like Amazon and Walmart use social graphs and big data to improve performance. The document argues that enterprise social graphing can provide opportunities for value by making information more transparent and usable.