Bank fraud searches can reveal your first fraud-prevention customer

A spike in bank fraud searches lands on your screen while you are deciding what to build. The first customer is usually already there, in the people who just lost money, got fined, or have to explain a loss to a board. Your job is to turn that worry into a named person, a budget line, and a small paid test.

An Indian fraud enforcement agency searched 11 Kolkata sites tied to a Rs 290 crore banking fraud involving Kohinoor Power Pvt Ltd. Ask who was losing money. Kohinoor Power Pvt Ltd obtained bank loans for a 66 MW power plant in Jharkhand, and ED alleged the funds were diverted to other group entities and personal use. Creditors in the Kohinoor Power matter received just Rs 7 crore from NCLT liquidation. That sequence points to lenders, risk teams, and the people who must explain the gap between what was lent and what came back.

A search spike shows where to look, not what to build

Search interest tells you where the pain is visible, but it does not tell you which workflow is broken, who owns the fix, or what an initial payment should look like. Skip those questions, and you'll build a dashboard for a problem that already has a free workaround.

If the spike comes from a news event, the buyer may be a bank, a lender, a payment processor, or a compliance vendor. If it comes from a niche complaint, the buyer may be a smaller operator with a manual process. Either way, start with the person who can name the loss and the budget line.

Online payment fraud losses reached $41 billion in 2022 and were projected to reach $48 billion in 2023. That scale creates urgency, but it also creates confusion. A founder can easily mistake a broad industry loss for a specific buyer need.

An estimated 63% of potential new customers across financial services do not complete sign-up. That drop-off points to onboarding friction. The buyer is the person who pays to reduce that friction or the risk it creates.

More than 60% of fintech companies have incurred regulatory penalties above $250,000 after failing critical KYC checks during fast onboarding. That points to a budget owner: the compliance, risk, or operations leader who has to explain the fine.

The checklist turns interest into a buyer

Use this checklist after you see a search spike. It keeps you from turning a keyword into a product. The loss question separates a user from a victim. The budget question finds the payer. The pilot question makes the test small enough to close.

• Who is losing money? Name a business that has a documented loss, fine, chargeback, or failed audit. If you cannot name the loss in a sentence, the search spike is not yet a customer.
• Who signs the budget? Identify the person who controls the spend: risk, compliance, operations, finance, or the founder. If you cannot say their title and the budget line, you're talking to a user, not a buyer.
• What is the smallest paid pilot? Define a short paid test with a fixed price, a clear output, and a payment method. If the pilot cannot be scoped in a call, it is too big to be first.

The smallest paid pilot is the real test

A fraud prevention pilot should answer a narrow question: can this buyer reduce a named loss enough to pay again? Make it small enough that the buyer can say no without embarrassment, and clear enough that you can show what changed.

Price the pilot so the buyer can compare it to the cost of the loss, not to the cost of software. Ask for a payment before the work starts. A deposit is a stronger validation signal than a signed letter of intent. The buyer should be able to explain the pilot to their team without a deck.

The market is large enough that a small paid pilot can be worth the founder's time. Financial services is a $12 trillion industry, with digital penetration of 10% in insurance, 15% in wealth management, and 20% in B2B payments. That gap makes a narrow pilot easier to sell, because the buyer may not have a mature system to replace.