Fraud Models That Explain Themselves

Fraud detection has run on machine learning for twenty years. What changed is that regulators, and customers, now expect a reason for the decision.

Reasons as a first-class output

The best systems emit a structured rationale alongside the score, generated from the features that moved it. Not a narrative — a list a human can check.