Could AI Be The Solution To Cross-Border Payment Fraud?
In 2023 alone, global fraud incurred a staggering cost of $485 billion, as reported by the Nasdaq-Verafin Global Financial Crime Report.
This growing challenge is becoming increasingly acute for market participants, particularly with the advent of real-time payments, and can incur significant reputational damage in addition to financial cost. Fraudsters are constantly devising new tactics to exploit vulnerabilities in the cross-border payments ecosystem, leaving financial institutions struggling to keep pace.
Traditional fraud detection methods, relying on rules-based systems and manual monitoring, have proven inadequate in the face of this evolving threat landscape.
These approaches often fail to detect sophisticated, anomalous patterns of activity, resulting in missed opportunities to prevent fraudulent transactions before they occur. As the financial industry grapples with the escalating fraud crisis, the need for a more innovative, proactive, and collaborative approach has become increasingly apparent.

Swift, the global member-owned cooperative and the world’s leading provider of secure financial messaging services, has come up with a plan.
With its trusted position at the heart of the financial industry and the vast trove of transaction data flowing across its global network of over 11,500 institutions, Swift has realised that AI could be the perfect sidekick to help in the fight against financial crime.
At the end of May, it announced two AI-based experiments in collaboration with its member banks. The first pilot aims to enhance Swift’s existing Payment Controls service, which helps financial institutions detect anomalies that could be indicative of fraud.
By leveraging an AI model trained on historical patterns of activity on the Swift network, the enhanced Payment Controls service will create a more nuanced and accurate picture of potential fraud activity. This innovative approach will enable financial institutions to identify and flag anomalous payments before they are executed, providing a critical layer of defence against cross-border payments fraud.
Importantly, this pilot will utilize the participating banks’ own live traffic data, ensuring the findings have real-world applicability and can be seamlessly integrated into their existing fraud prevention frameworks. Swift will work closely with the pilot participants to refine the AI-powered enhancement, with the ultimate goal of making it available to all 500+ Payment Controls customers worldwide.
In a separate initiative, Swift has convened a group of 10 leading financial institutions from around the world, including BNY Mellon, Deutsche Bank, DNB, HSBC, Intesa Sanpaolo, and Standard Bank, to explore how advanced AI technology can be leveraged to enhance the industry’s collective defense against fraud.
This pilot will test the use of secure data collaboration and federated learning technologies to enable financial institutions to anonymously share relevant information and insights, while preserving the privacy and confidentiality of their data.

The federated learning approach will then allow Swift’s AI anomaly detection model to be trained on this much richer and broader dataset, enabling it to identify patterns and gather insights that would be impossible for any single institution to achieve alone. The result will be an enhancement to the model’s fraud detection capabilities, benefiting the entire cross-border payments ecosystem.
As Swift pursues these transformative AI initiatives, the cooperative has placed a strong emphasis on responsible AI governance.
In collaboration with its industry partners, Swift has developed a comprehensive framework to ensure that accuracy, explainability, fairness, auditability, security, and privacy are integral to every aspect of its AI applications.
This commitment to ethical and transparent AI implementation aligns with emerging global standards, such as ISO 42001, the NIST AI Risk Management Framework, and the EU AI Act.
By adhering to these principles, Swift is not only delivering innovative solutions to combat fraud, but also setting a precedent for the responsible use of AI within the financial industry.
The potential of AI to change the fight against cross-border payments fraud is undeniable.
Swift’s collaborative initiatives with its member banks showcase the power of harnessing this transformative technology to enhance fraud detection, reduce operational costs, and deliver a more secure and frictionless payments experience for customers.
By leveraging its unique position at the heart of the global financial ecosystem, Swift is leading the charge in bringing the industry together to tackle this persistent challenge. The results of these AI pilots have the potential to save the industry billions in fraud-related costs, while also contributing to the broader goal of increasing the speed and efficiency of cross-border payments.
As the regulatory landscape evolves and the financial community’s appetite for innovative, AI-powered solutions grows, Swift’s pioneering work in this space positions the cooperative as a trusted partner and industry leader in the fight against cross-border payments fraud.
As Isabel Schmidt, Executive Platform Owner at BNY Mellon Treasury Services, aptly stated, “Combatting fraud successfully will require industry collaboration, collective action, and strong leadership from operators like Swift.”
This sentiment is echoed by other industry luminaries, such as Ole Matthiessen, Global Head of Cash Management & Head of Corporate Bank APAC, Middle East & Africa at Deutsche Bank, who emphasized the importance of “partnership and collaboration across the market” in driving innovation and enhancing fraud detection capabilities.

For financial institutions, the benefits of Swift’s AI-powered fraud detection initiatives extend far beyond just cost savings.
By harnessing the power of AI, these organizations can enhance their ability to detect and prevent fraud, ultimately strengthening their overall financial resilience and safeguarding the interests of their customers.
“Building financial resiliency and strengthening risk management is a key priority for our clients, and they are looking to us to help them better manage uncertainty and threat through our solutions while supporting their businesses to grow and transform,” says Manish Kohli, Head of Global Payments Solutions at HSBC.
The implementation of Swift’s AI-driven fraud detection capabilities can directly address these pressing concerns, empowering financial institutions to protect their customers, data, and reputation in an increasingly volatile landscape.
Beyond the immediate benefits to individual financial institutions, Swift’s AI initiatives also hold the potential to drive broader, systemic change in the industry’s approach to combating fraud.
By facilitating the secure and confidential exchange of anti-fraud intelligence, the cooperative is laying the groundwork for a more interconnected and collaborative ecosystem, where financial institutions can collectively strengthen their defenses against evolving fraud threats.
“Extending and strengthening the collaboration of anti-fraud experts and the exchange of data also at an international level will improve the prevention of and fight against fraud,” says As Enrico Canna, Head of Anti-Fraud & Customer Protection Center at Intesa Sanpaolo.
This global, coordinated approach represents a significant departure from the traditionally siloed and fragmented nature of fraud prevention efforts, promising to yield more robust and resilient safeguards for the entire cross-border payments industry.
Charting a Course TowardsSwift’s AI-powered fraud detection initiatives are not merely incremental improvements, but signal a shift in the industry’s approach to combating cross-border payments fraud. By leveraging the power of AI, the cooperative is poised to deliver tangible and far-reaching benefits, from reducing operational costs and enhancing customer trust to contributing to the broader goal of increasing the speed and efficiency of cross-border payments.
As the financial industry continues to grapple with the escalating fraud crisis, Swift’s pioneering work in this space positions the cooperative as a trusted partner and industry leader.
Through its collaborative efforts, Swift is not only strengthening the collective defenses of its member banks, but also charting a course towards a more secure and efficient payments landscape that can better serve the evolving needs of businesses and consumers alike.