Analysis - Scaling Agentic AI in Fraud & AML

Financial institutions are moving beyond isolated AI tools, but scaling AI across fraud and AML introduces a new challenge: orchestration.In this episode of What the F Happened? Fraud & Financial Crime Deconstructed, we explore what it takes to build a secure, coordinated multi-agent AI workforce without creating operational chaos.This episode covers:From one agent to many: Why specialized AI agents are better suited to the complex fraud and AML lifecycle—and why secure handoffs between them are critical.The AI control plane: How governance, context management, policy enforcement, observability, and change management can keep multi-agent systems secure, auditable, and reliable.Scaling with trust: How financial institutions can start small, automate high-friction workflows, and gradually build toward governed AI orchestration while keeping humans in control of consequential decisions. The goal isn’t to deploy more AI agents. It is to build a digital workforce you can trust. Read the blog for more insights on scaling Agentic AI in fraud and AML.