Catching a Revenue Fraud Through Three-Source Triangulation
Uncovered a misrepresented US revenue claim by triangulating financials, banking records, and client contracts

Ankita Pandey
Financial Risk Analyst - Underwriting at Efficient Capital Labs





From their time as

Financial Risk Analyst - Underwriting
Efficient Capital Labs β’ 2025
Overview
Ankita was reviewing a client that had a strong presence in Russia, India, and the UK, but no established US revenue. Efficient Capital Labs' funding criteria required US-based, US-revenue-generating companies, and the client had been told months earlier to return once that condition was met. When they came back claiming US revenue, the case looked clean on the surface.
The Story
Ankita was reviewing a client that had a strong presence in Russia, India, and the UK, but no established US revenue. Efficient Capital Labs' funding criteria required US-based, US-revenue-generating companies, and the client had been told months earlier to return once that condition was met. When they came back claiming US revenue, the case looked clean on the surface.
Ankita started with the financials. The company-prepared statements showed approximately $4 million in top-line revenue, and the numbers looked solid. But when she pulled the banking records to triangulate, she found that roughly $3.8 million of that figure traced back to a single transaction type: invoice financing. That mismatch was the first signal.
Rather than stopping at the numbers discrepancy, she went to the contracts. She requested purchase orders, executed contracts, and statements of work to verify who the US clients actually were and whether the revenue was genuinely US-sourced. When she reviewed the documents, she could not find a single client based in the United States. The names provided mapped to operations in other geographies.
On the client call, Ankita kept the conversation professional. She asked targeted questions about the invoice financing and the client list without revealing what she had already found. The client responded with forward-looking projections rather than addressing the current revenue structure, which confirmed the picture.
The conclusion was that the US entity was a cost center, not a revenue-generating operation. The application was declined. The triangulation across financials, banking, and contracts was what made the call defensible.
