Payment risk intelligence

Real-time fraud detection across every US payment rail.

ACH. Fedwire. FedNow. Each rail operates under distinct settlement rules, reversal rights, and fraud exposure. RiskFlow™ is a detection and investigation system built to address all three simultaneously — with the audit trail and escalation controls that regulated institutions require.

Financial exposure $16.6B in reported cybercrime losses in 2024 — a 33% increase year-over-year1
Fraud scenarios modeled 8 — BEC · APP scams · structuring · velocity burst · synthetic identity · return fraud
Solution tailored to your stack IBM · GCP · AWS · Azure · Snowflake · Databricks — detection logic invariant, infrastructure adapted
Executive summary

US payment fraud losses reached $16.6 billion in 2024 — a 33% increase year-over-year and the highest figure recorded since IC3's inception in 2000.1 Business email compromise drove $2.77 billion of that total across 21,442 incidents, with wire transfers targeted in 63% of BEC cases — a 24-percentage-point increase from the prior year.2,3 FedNow, now live at 1,192 financial institutions, is introducing an irrevocable instant-payment channel for which fraud operations teams have no established detection or recovery framework.4

Existing detection systems were largely designed for a single rail or a single fraud typology. They were not designed for the cross-rail, multi-scenario fraud environment that mid-market banks, FinTech operators, and corporate treasury functions now face. RiskFlow™ addresses that gap through a layered architecture: ML risk scoring calibrated to US payment rail semantics, a three-agent AI investigation pipeline, human-in-the-loop escalation controls, and a complete audit trail — configured to each client's existing infrastructure without requiring platform migration.

01
The problem is structural, not tactical. US payment infrastructure runs on three rails with incompatible timing, reversal rights, and fraud exposure profiles. Point solutions address one. RiskFlow™ addresses all three from a unified detection and investigation layer.
02
Every scenario maps to a named regulatory citation. BEC wire diversion to FinCEN FIN-2019-A005. Structuring to 31 USC 5324. APP scams to CFPB Circular 2022-04. This is a compliance-aligned detection framework, not a classification exercise.
03
The solution is shaped by the client's environment — not the other way around. RiskFlow™ is built to work within your existing infrastructure. Broad platform expertise means proven enterprise-grade components are selected to fit your situation — not the reverse.
The problem

Three rails. Three risk profiles. One detection gap.

US payment infrastructure was not designed as a unified network. ACH, Fedwire, and FedNow each operate under distinct regulatory regimes, settlement timing, and fraud characteristics. Detection platforms built for one rail leave the other two exposed.

$16.6B
Total reported cybercrime losses to the FBI in 2024 — a 33% increase from 2023, the highest annual figure since IC3's founding.1
FBI IC3 Annual Report, 2024
$2.77B
BEC losses in 2024 across 21,442 complaints. Wire transfers targeted in 63% of BEC incidents — up from 39% the prior year.2,3
FBI IC3 Annual Report, 2024 · AFP Survey, 2025
1,192
Financial institutions live on FedNow by end of 2024 — a 33.5% increase in 12 months. Instant, irrevocable transfers with no established reimbursement framework for APP scams.4
Federal Reserve Annual Report, January 2026
ACHBatch · T+1 / same-day

30+ billion transactions annually. Same-day ACH capped at $1M per transaction. BEC actors exploit the batch settlement window to redirect payroll and vendor credits before errors surface. Return fraud increased 34% year-over-year in 2024.5 ACH credits were targeted in 50% of BEC incidents.3

60-day return window · low recovery in practice
FedwireRTGS · irrevocable

Real-time gross settlement. Irrevocable from the moment of settlement. Wire transfers were the most-targeted BEC payment method in 2024, reported by 63% of organizations — a 24-point increase from 39% the prior year.3 A misdirected wire cannot be recalled unilaterally regardless of fraud cause.

Irrevocable · no reversal path
FedNow / RTPInstant · 24/7/365

Instant, irrevocable, around the clock. Authorized Push Payment scams exploit the speed and finality that make FedNow valuable — victims authorize transfers under social engineering pressure with no dispute path. ACI Worldwide projects US APP fraud losses will reach $3.08 billion by 2028.6

Irrevocable · no dispute rights for APP scams

Why data-fit™ LLC

The basis for domain credibility and technical trust.

Fraud detection at this level requires confidence in both domain understanding and engineering execution. The following credentials substantiate both — for the audience that will ask.

Domain foundation

Finance-native problem framing

Built by a practitioner with corporate FP&A and financial strategy experience. The system was designed by someone who understands how payment fraud reaches the P&L, how it surfaces in audit committee discussions, and how a CFO's materiality judgment differs from a fraud analyst's risk score.

Regulatory discipline

Every scenario is citable at the source

BEC wire diversion: FinCEN FIN-2019-A005. Structuring: 31 USC 5324. APP scams: CFPB Circular 2022-04. Synthetic identity: FinCEN FIN-2022-A001. Data distributions: Fed Payments Study 2022, NACHA 2024 fraud reports. No claim without a named primary source.

Technical credentials

Multi-platform certified across every engagement target

Each platform engagement is grounded in platform-native certification — not generic cloud familiarity.

AWS Architect AWS ML Specialty Azure Data Engineer Azure AI Engineer GCP Data Engineer GCP ML Engineer IBM Data Science IBM AI Engineer Databricks Data Eng Snowflake SnowPro
Build standard

Production-pattern throughout

Production-grade engineering standards applied throughout — resilient event handling, full observability, and model versioning. Every design decision is made to hold up under enterprise architect and regulatory review.

Engage on your specific exposure.

Every initial conversation is structured around your rail mix, your current fraud exposure profile, and your existing infrastructure. Platform selection follows from that analysis — not before it.

Request a scenario walkthrough → Explore a platform configuration →
References
  1. Federal Bureau of Investigation, Internet Crime Complaint Center. 2024 Internet Crime Report. Released April 24, 2025. ic3.gov/AnnualReport/Reports/2024_IC3Report.pdf
  2. Federal Bureau of Investigation, Internet Crime Complaint Center. 2024 Internet Crime Report — Business Email Compromise section. Released April 24, 2025.
  3. Association for Financial Professionals. 2025 AFP Payments Fraud and Control Survey Report. Conducted January 2025; published April 2025. AFPonline.org
  4. Federal Reserve. 2024 Annual Report on Payment System and Reserve Bank Oversight. Released January 2026. federalreserve.gov
  5. NACHA — The Electronic Payments Association. ACH Network Risk and Compliance Report, 2024. nacha.org
  6. ACI Worldwide. Prime Time for Real-Time: Global Payment Trends 2024. aciworldwide.com — US APP fraud loss projection through 2028.
  7. Financial Crimes Enforcement Network. Advisory on Cyber-Enabled Financial Fraud. FIN-2019-A005. fincen.gov, July 2019.
  8. Consumer Financial Protection Bureau. Circular 2022-04: Unauthorized Transfers and Errors Under EFTA and Regulation E. August 2022. consumerfinance.gov
  9. NACHA — The Electronic Payments Association. NACHA Operating Rules and Risk Management Framework. nacha.org
  10. 31 U.S.C. § 5324 — Structuring transactions to evade reporting requirement. Financial Crimes Enforcement Network SAR Activity Review. fincen.gov
  11. Federal Reserve Bank of Boston. Synthetic Identity Fraud in the US Payment System. 2022. bostonfed.org · Financial Crimes Enforcement Network. Advisory FIN-2022-A001. fincen.gov