ABA Banking Journal
No Result
View All Result
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive
SUBSCRIBE
ABA Banking Journal
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive
No Result
View All Result
No Result
View All Result
Home Compliance and Risk

Generative artificial intelligence: Threat and solution for financial crime?

February 1, 2024
Reading Time: 4 mins read
Generative artificial intelligence: Threat and solution for financial crime?

AI-generated messages and images can create realistic impersonations, which enable criminals to launch highly effective frauds at scale.

By Alex Capella and Christopher Reimann

The threat landscape for banks has changed dramatically since the start of 2023. In January, as part of a research project, I spoke to dozens of financial crime compliance officers at leading U.S. banks, and they told me that real-time digital payments, cybercrime and fraud would be the top financial crime threats for 2023/24. No one mentioned generative AI or ChatGPT.

But it is now a top threat. ChatGPT use has grown significantly since November 2022. Given the extraordinary capabilities of ChatGPT and other generative AI platforms, we can assume that criminals are already using it to:

  • Create very real-looking fake profiles, documents, and transactions that get past the best trained compliance person.
  • Develop bots and malware to commit cybercrime.
  • Perpetrate scams to obtain people’s bank account information.

And likely, that’s just the tip of the iceberg, because one of ChatGPT’s most valuable capabilities for fraudsters and cybercriminals is the ability to make the fake look real.

For example, AI-generated messages can create highly realistic impersonations, which enables criminals to launch highly effective frauds at scale. There have already been noted criminals using ChatGPT to create legitimate-looking social media personas that gain users’ confidence in order to steal data. FTC chair Lina Kahn has warned that ChatGPT could “turbocharge” fraud and scams, making it more difficult for compliance teams to distinguish criminal from legitimate transactions.

The strong link between fraud and financial crime

For many years, fraud and financial crime were treated separately. Fraud was associated with payments, while financial crime was associated with money laundering. But in recent years, banks have integrated these functions for more holistic and effective investigations. As one financial crime compliance officer said to me: “Fraud is the criminal act, and money laundering is the moving of money from that act.”

Fraud, real-time payments, cybercrime and ChatGPT are also linked. Fraud was often the No. 1 financial crime threat for 2023 and 2024 mentioned in these recent interviews, specifically regarding payments and cybercrime. According to research conducted by KS&R, financial crimes involving digital payments, account takeover and payments associated with ransomware and cryptocurrencies are up since 2021 among large U.S. banks. Increased use of bots and synthetic identities are behind this, with ChatGPT providing a new tool for fraudsters to wreak even more havoc.

Compliance teams get overwhelmed with new criminal typologies. Real-time payments and increasingly complex sanctions require real-time screening and monitoring. Cross-border payments add complexity with KYC due diligence. As a result, running names through a screening engine on a nightly basis and checking wire and ACH transactions are now too slow and ineffective. There is a point of diminishing returns with manual compliance processes, where even the best-trained eyes miss anomalies and alerts. And with regulators now putting the onus of preventing and stopping fraudulent transactions on banks instead of customers, it’s clear that banks need to implement automation and AI to keep up with these increasingly sophisticated—and automated criminal organizations.

Financial institutions and the need to fight fire with fire

Digital identity solutions and compliance technology are essential to combating the threat of fraud powered by generative AI. AI/machine learning is particularly useful for analyzing anomalies, links to criminal activities and entities and suspicious transaction patterns at a real-time pace. Real-time payments are putting pressure on compliance teams to conduct real-time transaction and sanctions screening. Keeping up can be a challenge.

ChatGPT can support banks’ fraud detection efforts by quickly analyzing large amounts of data on a person to assess if a real-time payment is consistent with past behaviors and/or having been cleared with previous sanctions screening. Checking for behavioral anomalies and previous sanctions screening will meet the need for speed while improving accuracy and reducing false positives.

In many institutions, though, decision-makers are taking a very cautious approach to using ChatGPT or a similar generative AI platform in the workplace, a real concern since it can be misused. Security and anti-fraud professionals within banks are evaluating the application of generative AI, assessing the risks and ensuring that those charged with using and overseeing its use fully understand and follow policy. Specifically, this includes using at-large data from the Internet in models that may not be accurate and therefore result in screening and detection errors; this could also result in GDPR non-compliance as well. Using internal data or that from established third-party data sources can reduce these risks.

To fully leverage ChatGPT and generative AI, banks benefit when they complete the integration of their cybersecurity and fraud/financial crime operations if they have not already done so. Generative AI such as ChatGPT raises the threat level for financial institutions, making fraud more difficult to detect and easier for criminals to perpetrate at scale. However, even though ChatGPT is a powerful tool in the hands of scammers. It’s a double-edged sword for criminals, because when generative AI is properly implemented in banks, it can also be a great defensive weapon to root out and stop financial crime.

Alex Capella is an associate at KS&R. Christopher Reimann is formerly VP and principal of KS&R.

Tags: Artificial intelligenceCybersecurityFinancial crimesFraud
ShareTweetPin

Related Posts

OCC’s Gould: Bank regulation should not distract banks from business challenges

Gould suggests easing bank resolution planning requirements

Compliance and Risk
January 16, 2026

Comptroller of the Currency Jonathan Gould said he sees no benefit in the FDIC continuing to require filings from large banks that detail their suggested orderly resolution in case of a bank failure, known as CIDI plans. He...

FHFA to create affordable housing advisory committee

HUD proposes to remove disparate impact from Fair Housing Act rule

Compliance and Risk
January 14, 2026

The Department of Housing and Urban Development is proposing to rescind three rules allowing the use of disparate impact in determining Fair Housing Act violations.

AI romance, ‘machine-to-machine’ scams among top 2026 fraud trends

AI romance, ‘machine-to-machine’ scams among top 2026 fraud trends

Compliance and Risk
January 14, 2026

Romance scams carried out by artificial intelligence and computers scamming other computers are among the top five fraud trends to watch out for in 2026, according to a new report by credit reporting agency Experian.

FinCEN proposes applying BSA requirements to investment advisers

G7 expert group releases cybersecurity ‘roadmap’ for post-quantum cryptography

Compliance and Risk
January 13, 2026

The G7 Cyber Expert Group released a “roadmap” to help the financial sector take steps to secure computer systems from cybersecurity risks arising from quantum computing.

Banking agencies: Shared National Credit quality remains moderate

Banking agencies release Shared National Credit Program report

Compliance and Risk
January 12, 2026

Credit risk associated with large, syndicated bank loans remains moderate, with credit risk trends reflecting the effects of borrowers' ability to manage higher interest expenses and other macroeconomic factors, three banking agencies said in their most recent Shared...

ABA urges FinCEN to reevaluate BOI collection burden on banks

Treasury issues order, alert to Minnesota institutions on alleged fraud rings

Compliance and Risk
January 9, 2026

FinCEN issued an alert urging financial institutions to identify and report fraud associated with federal child nutrition programs in Minnesota, and it released a geographic targeting order directing banks and money transmitters in two Minnesota counties to report...

NEWSBYTES

Democratic senators introduce bill to lower credit card late fee cap

January 16, 2026

Gould suggests easing bank resolution planning requirements

January 16, 2026

Survey: Merchants expand payment options, express interest in crypto

January 16, 2026

SPONSORED CONTENT

Seeing More Check Fraud and Scams? These Educational Online Toolkits Can Help

Seeing More Check Fraud and Scams? These Educational Online Toolkits Can Help

November 1, 2025
5 FedNow®  Service Developments You May Have Missed

5 FedNow® Service Developments You May Have Missed

October 31, 2025

Cash, Security, and Resilience in a Digital-First Economy

October 20, 2025
Rethinking Outsourcing: The Value of Tech-Enabled, Strategic Growth Partnerships

Rethinking Outsourcing: The Value of Tech-Enabled, Strategic Growth Partnerships

October 1, 2025

PODCASTS

Podcast: A Lone Star banking perspective

January 15, 2026

Podcast: The incredible shrinking penny (circulation)

January 8, 2026

Podcast: Cybersecurity in a mobile-first banking landscape

December 18, 2025

American Bankers Association
1333 New Hampshire Ave NW
Washington, DC 20036
1-800-BANKERS (800-226-5377)
www.aba.com
About ABA
Privacy Policy
Contact ABA

ABA Banking Journal
About ABA Banking Journal
Media Kit
Advertising
Subscribe

© 2026 American Bankers Association. All rights reserved.

No Result
View All Result
  • Topics
    • Ag Banking
    • Commercial Lending
    • Community Banking
    • Compliance and Risk
    • Cybersecurity
    • Economy
    • Human Resources
    • Insurance
    • Legal
    • Mortgage
    • Mutual Funds
    • Payments
    • Policy
    • Retail and Marketing
    • Tax and Accounting
    • Technology
    • Wealth Management
  • Newsbytes
  • Podcasts
  • Magazine
    • Subscribe
    • Advertise
    • Magazine Archive
    • Newsletter Archive
    • Podcast Archive
    • Sponsored Content Archive

© 2026 American Bankers Association. All rights reserved.