Banks detect potential money laundering activities by deploying sophisticated automated transaction monitoring systems, artificial intelligence algorithms, and rule-based screening tools that flag suspicious patterns, such as unusual cash deposits, rapid multi-account transfers, structuring transactions just below reporting thresholds, or dealings involving high-risk jurisdictions. Compliance officers investigate these automated alerts and file mandatory Suspicious Activity Reports with federal regulatory authorities when illicit behavior is suspected.