The company Pitney Bowes has partnered with Neo4j to leverage graph technology for effective fraud detection analysis. The use of a graph database allows for the uncovering of hidden data relationships, enabling more accurate and efficient analysis. Pitney Bowes' Spectrum Technology Platform uses Neo4j to provide a single view of customer information, supporting multiple organizations in integrating, transforming, and consolidating their data. This approach brings value to market quickly and provides contextually rich insights. The partnership with Neo4j was chosen due to its flexibility in handling complex data connections, allowing for accurate patterns analysis and gaining valuable insights from connected data. A notable project involved pattern analysis of transactions to identify large-scale fraud structures, resulting in early detection and prevention. Looking back, Pitney Bowes wishes they had adopted Neo4j sooner, as it would have allowed them to recognize the full potential of graph technology earlier and drive more value for their customers.