Building The Loop That Works: How To Make AI Oversight Functional

At a wealth management firm, the compliance officer showed me the logs from their AI-assisted anti-money laundering (AML) monitoring system. The firm's system flags unusual transaction patterns during client onboarding and ongoing reviews. Relationship managers can override with documented justification that gets logged for quarterly compliance review.

The compliance officer pulled a year's worth of records. Forty-seven overrides had been recorded. None had been reviewed. The relationship managers had learned which alerts were safe to dismiss. The system generated flags, and the compliance structure assumed someone was watching, but no one was.