NPA Match Detection: How AI Stops Known Defaulters From Re-Entering the Lending System
As of March 2025, India had 18,318 classified wilful defaulters, collectively owing ₹3,83,264 crore to the Indian banking system, source: The New Indian Express. That is not a historical relic. Those are active individuals and entities, identified and listed, who are legally prohibited from receiving new credit from any lender in India. Now here is the question that should follow immediately: how many of them have tried to re-enter anyway? The honest answer is that no institution can say with confidence, because most lending systems do not have the infrastructure to detect it.