The Risk-Based Approach: What It Actually Means | AML/CFT Compliance Article 2 · AML/CFT Foundations Series The Risk-Based Approach:What It Actually Means Moving beyond compliance checklists to proportionate, evidence-based risk management Audience MLRO · Compliance Officers · Analysts Regulatory Scope FATF · UAE · UK · Wolfsberg Reading Time ~18 minutes Regulatory Framework Coverage 🇦🇪 […]

5 Ways ML is Killing the 90% False Positive Problem in AML | Transaction Monitoring Intelligence AML Intelligence Series · Core ML FATF Recommendation 10 UAE AML Law No. 20/2018 UK POCA 2002 5 Ways ML is Killing the 90% False Positive Problem in AML Traditional rule-based transaction monitoring is broken by design. Machine learning […]

Agentic AI for Autonomous SAR/STR Drafting and Filing: Transforming Financial Crime Reporting from Hours to Minutes Suspicious Activity Reports (SARs) and Suspicious Transaction Reports (STRs) remain the single most critical output of any Anti-Money Laundering (AML) compliance programme. They are the primary mechanism through which the private sector communicates intelligence to Financial Intelligence Units (FIUs) […]

Mixers, Tumblers, and Tornado Cash: The Compliance Officer’s Guide to Obfuscation Typologies In the ever-evolving landscape of cryptocurrency-facilitated financial crime, few tools have posed as significant a challenge to compliance professionals as mixing and tumbling services. From centralized Bitcoin mixers like Helix — which laundered over $311 million before attracting FinCEN’s first-ever penalty against a […]

Understanding Your EWRA: A Practitioner’s Guide to Enterprise-Wide Risk Assessment The Enterprise-Wide Risk Assessment (EWRA) is arguably the single most consequential document in a financial institution’s compliance architecture. It is the foundation upon which every downstream control  from customer due diligence thresholds to transaction monitoring rule calibration — is built. Yet, in practice, too many […]