Data and AI
Good transaction monitoring depends on data. If information is missing or incorrect, even the best rule (business rule) will miss the risk. That is why I always look at the data first. Where it helps, AI and machine learning are used responsibly: to find patterns that fixed rules miss and to reduce false alerts, with explanations your auditor and supervisor can follow.