The AI + AML Dilemma: What Crypto Adoption Really Means for Compliance
Season 1 Episode 09:
The AI + AML Dilemma: What Crypto Adoption Really Means for Compliance
Rudo Mugwagwa and compliance professional Abbie McMillan continue their conversation on the fast-evolving world of digital assets, exploring how emerging technologies, shifting investor trends, and new regulatory measures are redefining compliance expectations for financial institutions and investment funds.
In this episode, they explore the next frontier of compliance — the realities of AML in a world where crypto adoption and stablecoins are no longer speculative, but part of the financial system. The conversation dives into how this shift is reshaping compliance expectations for fund managers, institutions, and regulators, as new tools race to catch up to the risks — redefining how illicit activity is traced and prevented.
This episode covers:
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How recent regulatory developments, including the GENIUS Act, signal a more structured approach to crypto oversight
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Why AML frameworks now explicitly capture digital assets, exchanges, and crypto funds across jurisdictions
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Shifts in investor demographics and what that means for suspicious activity reporting
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The rise of crypto-enabled scams, including romance fraud and “pig-butchering” schemes
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How advances in AI and analytics tools are improving transaction tracing and monitoring
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Why crypto compliance remains a cat-and-mouse dynamic as illicit actors adapt quickly
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How greater education, regulatory clarity, and tooling are helping institutions gain confidence in crypto exposure

Host: Rudo Mugwagwa
Rudo specializes in corporate practice, focusing on investment funds across offshore and onshore jurisdictions. Her expertise enables her to develop strategies and navigate complex legal matters for clients.

Guest: Abbie McMillan
Abbie brings over 17 years of expertise in financial services and digital assets, specializing in the intersection of regulatory compliance, operational integrity, and emerging technology. She has worked across diverse sectors including trust companies, insurance firms, investment funds, VASPs, digital exchanges, and Web3 applications, giving her a uniquely broad and practical perspective on risk management. Abbie has held senior regulatory positions such as AMLCO, MLRO, and DMLRO, where she led complex investigations and developed frameworks to meet FATCA and CRS obligations. She is highly regarded for her ability to translate complex regulations into clear, actionable processes that organizations can implement effectively. Her consulting work focuses on integrating advanced analytical tools with jurisdiction-specific compliance needs, ensuring both technical precision and regulatory alignment. Through this combination of hands-on leadership and technical insight, Abbie has established herself as a trusted authority in compliance for both centralized and decentralized environments.
If this episode resonates with what you’re working through, contact info@basswoodcounsel.com. We’ll help you bring clarity to the key decisions, risks, and priorities, with the right support across our complementary practice areas.
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