July 20, 2026· ~7 min readFraud Detection with Knowledge Graphs: Uncovering Rings, Loops, and Anomalies ## Why Graphs for Fraud Detection? Traditional fraud detection relies on rule-based systems and machine learning on tabular data — flagging transact
July 15, 2026· ~7 min readFraud Detection with Graph Databases: Patterns, Algorithms, and Production Architectures ## Why Graphs for Fraud Detection? Fraud is fundamentally relational. A synthetic identity shares a phone number with a known bad actor. A credit ca