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How the U.S. Treasury Used AI and Other Controls to Prevent and Recover Over $4 Billion in FY2024

Treasury reported over $4 billion in combined fraud and improper-payment prevention and recovery for FY2024, but specifically tied machine learning to $1 billion in Treasury check-fraud recoveries.
From TheFinanceBase Team3 min to read

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The U.S. Treasury reported preventing and recovering more than $4 billion in fraud and improper payments during fiscal year 2024. That total was not all produced by AI: Treasury specifically attributed $1 billion in recoveries from Treasury check fraud to machine-learning-assisted identification. The other reported savings came from payment screening, prioritizing high-risk transactions and changes to payment-processing schedules.

What Treasury’s $4 billion figure includes

In an announcement dated October 17, 2024, the Treasury Department said its technology- and data-driven payment-integrity efforts prevented and recovered over $4 billion during FY2024, which ran from October 2023 through September 2024. Treasury reported $652.7 million for FY2023. The FY2024 headline combines prevention and recovery, and describes the results as involving both fraud and improper payments; it should not be read as $4 billion in confirmed fraud alone.

Reported measure FY2024 amount What Treasury said it reflects
Prevention $500 million Expanded risk-based screening
Prevention $2.5 billion Identifying and prioritizing high-risk transactions
Recovery $1 billion Machine-learning AI expediting identification of Treasury check fraud
Prevention $180 million Efficiencies in the payment-processing schedule

The listed components add up to $4.18 billion, which is consistent with Treasury describing the total as “over $4 billion.” The $3 billion attributed to screening and transaction prioritization is reported as prevention; the separate $1 billion AI figure is a recovery amount. Prevention and recovery are different outcomes, so the headline should not be treated as a single measure of money saved before it left government accounts.

How AI fit into Treasury’s fraud efforts

Machine learning and Treasury check fraud

Treasury said machine-learning AI expedited identification of Treasury check fraud, resulting in $1 billion in recovery during FY2024. “Expedited identification” describes the role Treasury assigned the technology; it does not mean the machine-learning system alone found, judged or recovered every dollar. The announcement does not name a model or explain its architecture, accuracy, false-positive rate, or implementation cost.

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Other controls accounted for the rest

The remaining reported amounts came from expanded risk-based screening, prioritizing high-risk transactions and payment-processing efficiencies. Treasury did not attribute those three components to machine learning in the FY2024 announcement. That distinction matters: the headline is about a broad payment-integrity effort that includes AI, not a claim that AI generated the full $4 billion-plus result.

Why Treasury’s payment volume matters

Treasury describes itself as the federal government’s central disbursing agency. It says it securely disburses approximately 1.4 billion payments worth more than $6.9 trillion to over 100 million people annually. At that scale, screening risky payments or identifying check fraud sooner can have substantial financial effects. The same scale makes reliable data, privacy safeguards, and operational controls important parts of any assessment of the system.

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What the Office of Payment Integrity does

The Treasury Office of Payment Integrity (OPI), within the Bureau of the Fiscal Service, works to expand payment-integrity support to federal programs, including high-risk and federally funded state-administered programs. Treasury said it was strengthening partnerships so more programs could access these services.

State unemployment-program partnership

In May 2024, Treasury and the Department of Labor announced a data-sharing partnership that gives state unemployment agencies access to Do Not Pay Working System data sources and services through an Unemployment Insurance Integrity Data Hub. This is an example of government agencies sharing payment-integrity resources; it is distinct from the specific FY2024 check-fraud recovery attributed to machine learning.

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What the announcement does not establish

  • It does not assign every dollar to AI. Treasury tied machine learning specifically to $1 billion in recovery; the other reported amounts are attributed to different controls.
  • It does not publish an independent evaluation method. The announcement reports Treasury’s figures but does not provide an independent audit or enough methodological detail to assess how the amounts were calculated.
  • It does not give model-performance metrics. No model name, accuracy rate, false-positive rate, or per-dollar implementation cost is stated in the announcement.
  • It is a historical FY2024 result. The October 2024 announcement concerns the fiscal year ending September 2024; it is not a current-year savings total.

Privacy, bias and security remain relevant

Treasury’s broader AI materials identify risks involving data privacy, bias, third-party providers, cybersecurity and operational resilience in financial-services AI. Those are relevant concerns for systems that help screen payments and use data to identify risk. The FY2024 savings announcement does not, by itself, describe the safeguards, human review process or appeal procedures used for each control, so it cannot answer how a particular payment decision is reviewed.

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Can consumers use Treasury’s fraud-detection AI?

The announcement describes government payment-integrity work and partnerships with public programs, not a consumer product or service. It does not name a commercial tool for individuals to buy. Consumers should not assume they can access the Treasury system directly; its stated purpose is protecting public payments through government operations and agency partnerships.

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