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How to leverage agentic AI for scalable AML compliance

The fight against financial crime is far more than a regulatory to-do list or an exercise in technical excellence. Fundamentally, it is a co-ordinated response to human problems and behaviors rooted in vulnerabilities and systemic loopholes. 

In a frank and insightful fireside chat from our CATALYST event series, criminologist and financial crime expert Dr Nicola Harding sat down with Jodie Gayet, a former fraudster turned advocate, to explore the importance of designing compliance systems with built-in awareness of the human behaviors that lead to criminal activity. 

This article highlights some of the key points from their conversation and explores how organizations can move beyond the idea of compliance as a box-checking exercise. By understanding the context and real-life scenarios that drive people toward illegal activity, firms can design more empathetic, robust, and ultimately successful strategies to detect and prevent financial crime.

The anatomy of fraud: Pressure, opportunity, and regulatory blind spots

Jodie’s story illustrates the combination of human factors and compliance weaknesses that often lie behind individual financial crimes. Her journey started with a large gambling win at age 18, which quickly spiraled into a decade of gambling addiction and financial crime involving insider fraud and consumer scams. 

Jodie was able to exploit three major compliance vulnerabilities:

  • Overlooked factors in financial crime: Gambling addiction is a critical, often-overlooked red flag for non-organized fraud – even though in the UK, almost half of the population gambles regularly, with 4% at an elevated risk of gambling-related harm and financial crime. 
  • Gaps in internal controls: Anti-money laundering (AML) and financial crime compliance programs can fail to adequately consider risks from those working inside financial institutions (FIs), such as accessing dormant accounts. Illicit transfers from these can then escape being flagged through a lack of oversight on internal transactions. 
  • Scam vulnerabilities: Online marketplaces and social media websites can present opportunities for criminal exploitation, such as consumer scams, via a lack of basic authentication or know your customer (KYC) checks. 

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The importance of in-depth compliance programs

In cases like Jodie’s, a combination of siloed regulations and weak compliance protocols presented avoidable opportunities for criminal activity. 

For example, disconnects between safer gambling regulations and anti-money laundering and countering the financing of terrorism (AML/CFT) standards create loopholes that can be exploited. Minimal KYC processes when signing up for new financial services or gambling accounts can allow fraudsters to open accounts using other people’s identity details; surface-level transaction monitoring lets criminals find ways around measures like blocks on transactions by gambling on unregulated sites abroad or using third-party financial services not subject to these blocks. 

In many cases, simple measures such as card blocks or minimal KYC checks are not adequate deterrents for committed or experienced criminals. Solutions must take into account not only regulatory obligations, but design considerations that could enable or prevent criminal activity.

To ensure they go beyond the bare minimum of regulatory compliance, firms should work towards implementing a cross-organizational culture of compliance characterized by empathy and expertise. Compliance teams must be supported with appropriate financial resources and tools, while being given the freedom to challenge existing processes and rules. By making systems harder to break, compliance leaders can protect their organization, customers, and potential victims of financial crime.

The AI advantage: Adapting as fast as criminals

The continued evolution of powerful artificial intelligence (AI) tools has lowered the bar for entry into sophisticated criminal methods, with bad actors among the most innovative and prolific users of emerging technology. Deepfakes and AI-assisted social engineering are just two of the more common emerging criminal typologies for FIs to contend with. 

Compliance teams cannot afford to lose the AI arms race and must explore how to use all tools at their disposal, including advanced AI technologies like agentic and predictive AI, to enhance their systems for detecting and preventing financial crime. Successfully adopting these solutions requires firms to focus on breaking down tech and data silos in existing compliance programs, staying up to date on criminal trends and typologies with investments in financial crime expertise, and designing solutions around the real-world human behaviors driving financial crime. 

“A lesson that we can take from the criminal world is that we don’t want to be holding a knife at a gunfight. We need to be appropriately armed.”

Dr Nicola Harding, Criminologist and fraud expert. Hear more from Nicola by accessing our CATALYST event series on demand

By strategically adopting AI as part of a compliance program, organizations can expect to see improvements across: 

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Originally published 06 January 2026, updated 06 January 2026

Disclaimer: This is for general information only. The information presented does not constitute legal advice. ComplyAdvantage accepts no responsibility for any information contained herein and disclaims and excludes any liability in respect of the contents or for action taken based on this information.

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