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NICE Actimize Blog

Fighting Financial Crime

Generative AI in Compliance Surveillance: Reducing Alert Fatigue and False Positives

From Alert Fatigue to Intelligent Oversight: How Generative AI and Large Language Models Are Transforming Compliance Surveillance and Screening

Financial Markets Compliance

March 2, 2026

Chris DeNigris, Director Product Marketing, NICE Communications and Financial Markets Compliance

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.