A customer nearly sent life savings to a spoofed escrow account, but a trained agent noticed mismatched cadence in chat messages and a new beneficiary outside usual hours. Flagging triggered step-up verification, halted the transfer, and inspired product tweaks that now surface similar anomalies earlier across channels.
Visualize the kill chain: credential stuffing, bot reconnaissance, weak factor reuse, session fixation, and mule cash-out. Rate-limit intelligently, challenge risky automation, and monitor cookie anomalies. Pair signals with human review thresholds that escalate human empathy, not just friction, so legitimate people succeed while hostile flows quietly crumble.