AI Tracking Mule Accounts to Combat Cyber Fraud and Track Money Flow

Intermediary accounts enable financial fraud by obscuring illicit transactions, requiring advanced monitoring and regulatory measures.

The Role of Intermediary Accounts in Financial Fraud

Thousands of intermediary accounts facilitate financial fraud schemes as advanced technologies emerge to trace illicit transactions. Cybercriminal networks increasingly exploit multiple banking instruments to obscure the origin of stolen funds, complicating investigative efforts. These accounts, often operated by unwitting participants or complicit individuals, serve as conduits for transferring assets across financial systems. In some instances, a single fraudulent transaction may traverse dozens of accounts before reaching final destinations, creating layered financial trails that hinder detection.

How Intermediary Accounts Operate

Financial institutions and regulatory bodies are deploying artificial intelligence, behavioral analytics, and enhanced monitoring frameworks to identify irregularities and disrupt these networks. Intermediary accounts function as financial tools registered under legitimate names but manipulated for illicit purposes. Individuals may unknowingly participate in these schemes, while others deliberately offer their accounts in exchange for compensation. Investigators have observed that funds obtained through scams often pass through multiple accounts before being liquidated or redirected.

Cases Highlighting Intermediary Account Exploitation

A high-profile case in Mumbai South involved an 86-year-old woman who allegedly lost ₹20.30 crore through a digital extortion scheme. During the investigation, a Bengaluru-based individual was arrested after his company’s account was reportedly used to process ₹5 crore in illicit funds. Authorities recovered ₹2.5 crore from the account, with the suspect retaining ₹5 lakh before transferring the remainder to an associate. The case led to the arrest of 13 individuals and the submission of formal charges.

Examples of Exploited Accounts

Another incident in Uttarakhand saw a young man lured by a gaming platform promising income in exchange for opening a bank account. The account later received ₹5 crore linked to cybercrime activities. After the bank blocked the account following a complaint, the individual reported the situation to authorities. Such scenarios complicate investigations, as it remains unclear whether the account holder was an unwitting participant or an active accomplice.

Investigators have also identified cases where personal data was harvested under false pretenses to establish fraudulent accounts. In rural regions, Aadhaar details and biometric information were allegedly collected through government schemes and misused to open bank accounts. A case in Bihar involved the creation of mule accounts under the guise of assisting with PAN card applications. Suspects reportedly used their own mobile numbers during verification and later obtained ATM cards linked to these accounts.

Technological Solutions to Combat Fraud

Technological solutions are being implemented to counter these tactics. The Department of Telecommunications introduced the Financial Fraud Risk Indicator (FRI), which evaluates mobile numbers for fraud risk levels. Banks and financial institutions use this data to flag high-risk numbers during transactions. The Reserve Bank of India’s Innovation Hub developed MuleHunter, an AI-driven system that analyzes banking data for anomalies such as sudden transaction surges, repeated transfers to multiple accounts, and irregular login patterns.

Expert Insights on Fraud Detection

Experts emphasize that identifying intermediary accounts requires analyzing behavioral shifts rather than focusing solely on transaction amounts. Prof. Triveni Singh, a former IPS officer and cybersecurity analyst, noted that monitoring transaction velocity, sender-receiver networks, and digital footprints is critical. He also stressed the importance of real-time data sharing between financial institutions and law enforcement to intercept illicit funds early.

Regulatory and Individual Measures

Regulatory bodies are also scrutinizing gaps in Know-Your-Customer (KYC) protocols. Investigations into large volumes of suspicious accounts have prompted reviews of account-opening procedures. Strict KYC measures, including in-person verification and video-based identity checks, are being advocated to reduce fraud risks. Individuals are advised to monitor their accounts regularly and report unexplained transactions.

Protecting Against Fraud

Authorities caution against sharing sensitive information such as Aadhaar details, biometric data, or banking credentials with unverified parties. Reporting suspicious activity can be done through the 1930 cybercrime helpline or the National Cyber Crime Reporting Portal. The proliferation of intermediary accounts has intensified the complexity of financial investigations, necessitating enhanced KYC standards, AI-driven monitoring, and improved coordination between banks and regulatory agencies.

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Anuj

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