Expert Takes: Implementing AI in AML
Real-world insights on deploying AI in AML from 14 leading financial crime experts.
Learn how leading AML teams are approaching AI deployment across alert review, onboarding, EDD and more.
What’s inside the guide
The state of AI in AML: How financial institutions are moving from experimentation to governed deployment
Regulatory expectations: What regulators are signaling about explainability and responsible AI adoption
Core AML use cases: Where AI is entering the workflow, from agentic alert resolution to KYC, EDD, sanctions screening and more
Implementation realities: Why data quality, policy configuration and change management determine whether AI succeeds in production
Governance and risk management: How teams are thinking about model validation, drift monitoring and audit-ready documentation
The road ahead: What AML leaders need to build now as AI becomes part of the operating model over the next 12 to 18 months
This guide brings together perspectives from 14 leading CCOs, BSA/AML officers and financial crime experts on where AI is being deployed, evolving regulatory expectations and what institutions need to get right before scaling.
Meet the Speakers
Brandi Reynolds
Chief Compliance Officer
World Liberty Financial
Brian Frankel
BSA/AML Officer
Modern Treasury
Anna Chenoweth
Head of Sanctions
Coinbase
Christina Rea-Baxter
Founder & CEO
RayCor Consulting
David Y. Lee
Global Head of Sanctions
Western Union
Jason Boova
Chief Compliance Officer
Grasshopper Bank
Jesse Reiss
Co-Founder & CTO
Hummingbird
Kristen Hecht
Chief Compliance Officer
1Money
Lucas Chapin
Head of Data & AI
Hummingbird
Matthew Hunt
Co-Founder & CEO
Ground Truth Intelligence
Morgan Loewith
Head of Product
Castellum.AI
Peter Piatetsky
Co-Founder & CEO
Castellum.AI
Shlomit Wagman
Founder, Integria-AI
Ex-Chair, FATF Risk Group
Spencer Vuksic
VP of Growth
Castellum.AI
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