Login

Fraud leaves a signal before it leaves headlines.

A Step Ahead of Mule Rings

Turns out, onboarding data can already give you a head start of months on fraud hotspots. Most teams just aren’t reading into it.

Ahead of the Fraud Network — IDfy report on mule account hubs exposed through VKYC onboarding data

Quarterly Signal Built From
KYC Rejection Data.

Shield with a fraud alert symbol

This report processes the KYC data collected from leading financial institutions.

Report document under a magnifying glass

Each quarter, we map which districts show signs of fraud and mule-account activity, earlier than the enforcement or media reports it.

From Reactive to Proactive

Current systems saved ₹9,055 crore and froze 26.48 lakh mule accounts. A significant feat.But by this time, the fraud rings have already moved on to run the same operation somewhere else. VKYC onboarding data is a strong proxy to predict those upcoming mule and fraud hotspots.

Map of Kerala highlighting Malappuram district as a flagged fraud hotspot

Early signals and patterns

Our analysis flagged Malappuram, 2 months before Operation Cy-Hunt and Varanasi, 1 month before Operation Mule, amongst many other hotspots.

Map tracing fraud migration between districts including Saharanpur, Bareilly and Panipat

Migration, not reduction of fraud

The patterns reveal that when enforcement clamps down in one district, fraud doesn't stop, it often moves next door or emerges back later.

Fraud Migration Index table ranking districts by combined rejection rate

Where is the next hotspot forming?

Emerging fraud signals are already visible in 10 districts that have not yet appeared on the enforcement radar.