Stablecoin Fraud Detection in Cryptocurrency How Algorithms Can Identify Risk Before It Becomes Loss
Stablecoins were created to solve one of crypto’s biggest problems: volatility. A token such as USDT or USDC is designed to hold a stable value, usually close to one U.S. dollar, making it useful for payments, trading, remittances, settlement, and liquidity movement across exchanges and blockchains. But the same strengths that make stablecoins useful also make them attractive to criminals: speed, global reach, low friction, 24/7 settlement, and the ability to move funds across wallets, exchanges, chains, and decentralized services within minutes.
The uncomfortable truth is this: stablecoins are no longer a side topic in crypto fraud detection. They are now one of the main rails used in scams, laundering, sanctions evasion, and illicit fund movement. TRM Labs reported that illicit crypto volume was around USD 45 billion in 2024, representing about 0.4% of total crypto volume, while later reporting showed a sharp increase in illicit volume in 2025. TRM...
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