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 […]
UAE vs UK vs Singapore — Three Approaches to the Same Crypto Challenge The global regulatory landscape for digital assets is anything but uniform. While there is near-universal agreement among policymakers that cryptocurrencies and virtual assets require meaningful oversight, the how of that oversight remains deeply contested. The United Arab Emirates created a purpose-built crypto […]
Privacy Coins Are Europol’s Nightmare — Are They Your Blind Spot Too? In 2022, Europol’s Internet Organised Crime Threat Assessment documented a decisive shift: organised criminal networks were migrating from Bitcoin to privacy coins — Monero, Zcash, and Dash — at an alarming pace. The reason was simple. Privacy coins are purpose-built to defeat the […]