AI will face “traditional” controls. Expect exam teams to apply long-standing expectations (books & records, supervision, documentation) to AI-generated outputs from surveillance alerts to marketing reviews.Transparency is the test. Firms should be able to explain what an AI tool does, what data it relies on, how results are reviewed, and how exceptions/escalations are handled.Expert-led governance wins.