From Alert Fatigue to Intelligent Oversight: How Generative AI and Large Language Models Are Transforming Compliance Surveillance and Screening
March 2, 2026
For years, compliance teams have been drowning in data. More communications. More transactions. More channels. More alerts. Yet the number of skilled analysts — and the hours in their day — has stayed stubbornly flat. The result: alert fatigue, rising false positives and mounting pressure from regulators who expect firms to do more with greater precision, not less.








