Refine Intelligence has developed a novel approach to help banks reduce the growing operational costs of financial crime. AML investigators are overwhelmed by transaction monitoring alerts that spot anomalies in customer accounts. Most alerts are triggered by perfectly legitimate life stories such as selling a house, buying a used car, or paying tuition for an international student. Banks simply lack the context for these activities, and devote many resources to investigating false alarms.