Regional Bank Transaction Monitoring
A regional bank in central Taiwan was manually reviewing every suspicious transaction flag. Their compliance team spent about 30 hours weekly just categorizing alerts. We built a system that pre-filters transaction patterns, routes genuine concerns to compliance officers, and auto-documents routine cases.
The trickiest part wasn't the technical build. It was calibrating the alert thresholds so the system caught real issues without flooding the team with false positives. Took us six weeks of adjustment after the initial deployment.