Why Regulators Are Rejecting Your AI Alerts (XAI in AML Compliance Explained)

In 2026, regulators don't just ask IF you're using AI — They demand to know WHY it made that specific decision. If you work in Anti-Money Laundering, Sanctions, or Financial Crime Compliance: This video is your survival guide. In this video, you'll learn: ✅ The 3 layers of AI explainability regulators look for ✅ What SHAP values are & how to use them in your investigations ✅ How to turn a machine-generated alert into a defensible narrative ✅ The XAI audit checklist for your next board meeting ✅ Why model drift & bias audits are now compliance requirements 📌 Real-world example included: Trade finance + AIS vessel anomaly case 🚀 Want to work in AML, Compliance, or Financial Crime Prevention? The FinCrime Career Accelerator gives you practical, real-world training to launch or grow your career in this field. 🎓 Start here → https://bit.ly/FinCrimeTraining ▬▬ SPECIAL OFFERS ▬▬ 💼 Join my Patreon community for exclusive Q&As and behind-the-scenes content: https://www.patreon.com/FCAgent 🎓 Get 20% off AGRC Certifications with code FCA20: https://fincrimeagent.elearning.lgca.uk/ ▬▬ SUBSCRIBE & SUPPORT ▬▬ 🔔 Subscribe to FinCrime Agent and hit the bell to get notified: https://bit.ly/2WQxrcT 💬 Drop a comment to share your thoughts or questions 💲 Want to support the channel? Send a Super Thanks below the video! ▬▬ CHAPTERS ▬▬ 00:00 – Why explainability is now a governance requirement 01:38 – The 3 layers: Global, Local & Counterfactual explainability 03:08 – Real-world trade finance case study 05:31 – XAI audit checklist 06:55 – Career opportunity in XAI for FinCrime professionals ▬▬ CONNECT ▬▬ 🌐 All my links in one place → https://linktr.ee/fincrimeagent ▬▬ SOURCES & FURTHER READING (Publicly Available) ▬▬ EU Artificial Intelligence Act: Article 13: https://artificialintelligenceact.eu/the-act/ OECD’s updated guidelines on Artificial Intelligence: https://oecd.ai/en/dashboards/ai-principles/P7 ▬▬ DISCLAIMER ▬▬ This video is intended for general informational or entertainment purposes only. The views and opinions expressed in this video are those of the author and do not necessarily reflect the original policy or position of people, institutions, or organizations that the owner may or may not be associated with in a professional or personal capacity, unless explicitly stated. Furthermore, no endorsement of any criminal activity is expressed or implied. PARTNERSHIPS & AFFILIATIONS: For transparency, the video you just watched is NOT sponsored. Some of the links included in this space are affiliate links, and I could earn a small commission if you make a purchase. This will be at no extra cost to you and will allow me to continue making more videos like this one. © Marco Beranzoni - All rights reserved. No part of this video presentation may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, mechanical, electronic, photocopying, recording, or otherwise, without the prior written permission of the owner. #FinancialCrime #compliance #financialcrime #bankingcompliance #aml #fatf #fintech