Network for Financial Crime Prevention

Beyond ChatGPT: The AI Arsenal Compliance Has Been Ignoring

In this episode, guest host Marika Torsdotter sits down with AI and financial crime compliance expert Aneta Klosek to cut through the noise around AI and reveal what most compliance professionals are still missing.While the industry fixates on large language models like ChatGPT, Aneta argues there's a whole ecosystem of AI algorithms quietly powering or failing to power the fight against financial crime. The conversation breaks down three concrete use cases:* Gradient Boosting — the workhorse inside most transaction monitoring systems, learning from historical patterns to prioritize alerts and reduce false positives far beyond what static rule-based systems can achieve.* K-Means Clustering — an unsupervised learning technique that segments customers by behavior, not just category. A $50,000 transfer that looks normal for a corporate treasury cluster is a massive red flag for a retail student cluster. Context is everything.* Word Embeddings — the technology that bridges unstructured text and risk intelligence. From recognizing that "Muhammad Al-Hassan" and "M. Al-Hassan" are the same person, to understanding that "cleared of fraud" and "charged with fraud" carry opposite risk signals this model brings semantic intelligence to name screening and adverse media.Aneta closes with a hard truth: the biggest gap in the industry isn't technology it's the skill gap between technical teams and compliance officers, and the dangerous tendency to treat AI as a pilot project rather than a core business strategy. Meanwhile, criminals face none of those constraints.Bottom line: Stop treating AI as a side project. Start with your data. Build from clarity, not hype.

Muddling Through the Hormuz Crisis

In our latest episode, "Muddling Through the HormuzCrisis," we spoke with David Tannenbaum of Blackstone Compliance about the real-world implications of the 2026 Iran conflict for sanctions programs, maritime intelligence, and compliance frameworks. Some of what we cover might surprise you: → Commercial vessels are no longer using standardinternational fairways — they're routing through Iranian-controlled waters near Qeshm and Lavan Island → General License U has created unexpected openings for dark fleet vessels, but key federal prohibitions still apply → The single biggest blind spot? The sheer volume of Iranianoil currently on the water — much of it cycling through FSOs → Known typologies are shifting: bigger vessels giving wayto chemical tankers, Swiss traders potentially giving way to new UAE or Hong Kong entities This episode is a must-listen for anyone in AML, tradefinance, commodity finance, or maritime compliance. 💡 The core message:Robust controls still matter — they just need to be pointed in the right direction.

Trade Compliance Overview Presentation

Trade compliance isn't just a customs issue — it's a financial crime issue.In our latest NFCP podcast, I sat down with Francisco Montesinos Gutierrez, a seasoned trade compliance professional, to break down what every risk and compliance professional needs to know about global trade controls.We cover the three pillars of trade compliance — custom controls, sanctions & embargoes, and export controls — and why understanding all three is no longer optional if you're working in AML, fraud, or broader risk management.A few things that stuck with me from this conversation:→ Non-compliance with export controls isn't just a fine — it's a criminal offence→ Custom misclassification penalties can reach up to 100% of commercial value→ Sanctions, HS codes, and export licenses are more interconnected than most people realizeWhether you're new to trade compliance or looking to sharpen your cross-domain skills, this episode is a solid place to start.

The FinCrime Friday Drop Q1

Marco Beranzoni (FinCrime Agent) and Louie Vargas (NFCP)opened the series the right way — no slides, no scripts, just an honestconversation about how two FinCrime professionals built their careers from theground up. A few things that came up worth sharing: → AI is coming for entry-level roles. Marco made itclear: if you're thinking about breaking into financial crime prevention, thewindow is now. In 3–5 years, those first-line, high-volume roles will look verydifferent. → Certifications alone won't get you there. Louie putit plainly — the cert without the practical experience is just a lamp without agenie. Both matter.

Building Bridges in Financial Crime: Inside the World of Compliance Conferences

In today’s episode, we dive deep into the evolving world of compliance conferences with Vincent Beard from Informa Connect. He shares his journey from studying English to becoming a conference director, emphasizing the importance of staying close to industry developments. Vincent explains that the key to impactful conferences lies in balancing technical depth with accessibility. It’s crucial to cater to both seasoned professionals and those new to the field. This means starting with high-level discussions before delving into the details. Communication is vital in this fast-paced environment. As issues evolve, so should our focus. By constantly engaging with industry experts, we can ensure that our events provide real value and insight.