AI-Augmented AML: A Practitioner’s Guide to Deploying Machine Learning in Compliance Programs

Introduction

The whitepaper explores how financial institutions can reduce false positives, improve detection accuracy, and modernize AML operations using machine learning. It provides a practical framework for model selection, EU AI Act-aligned governance, and designing scalable, human-in-the-loop compliance systems.