Fake bank chatbot leaked data in 54 of 55 attacks; one gateway cut it to zero

its_vayishu · x · 2026-11-01

A developer built a fake bank chatbot loaded with 30 fake customers' Aadhaar and PAN numbers and attacked it 55 ways (some in Hinglish): 54 leaked. Behind the Metriqual gateway, leaks dropped to 0 with 0 of 20 normal questions blocked and only 1.44 ms added latency. The gateway strips Aadhaar (checksum-validated), PAN, account numbers, IFSC and UPI IDs before prompts leave, blocks injection in English/Hinglish/Hindi, scans replies, and fails closed. Context: every bank/insurer/health platform shipping AI sends customer text to third-party models, and India's DPDP safeguards take effect 13 May 2027 with penalties up to ₹250 crore.

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