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Inside a Real-Time AI Fraud Detection Engine That Makes Decisions in Under 50ms

DEV Community·Arjun·27 days ago
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Every time a payment is submitted, a system somewhere has a matter of milliseconds to decide whether it's legitimate. Not seconds. Milliseconds. By the time the loading spinner appears on your screen, the verdict has already been issued. That constraint ,act fast or be useless ,is what makes fraud detection one of the most interesting engineering challenges in fintech. This article breaks down how a production-grade, real-time fraud engine actually works: the architecture, the tradeoffs, and the decisions that make sub-50ms possible. The Real Problem With Fraud Systems Today The naive version of fraud detection is simple: write rules. Block transactions over a certain amount. Flag new devices. Reject international transfers from accounts that have never made them. That works until it doesn't. Modern financial platforms process tens of thousands of transactions per minute. Fraudsters adapt quickly. Static rules age out.…

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