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"The algorithm did it" does not wash in audits: what are the design principles for finance AI?

Companies adopting AI for finance should build explainable designs that can withstand audits and regulatory checks rather than simply layering on general-purpose AI, an analysis said. Because generative AI is probabilistic while financial data demands factual accountability, explanations such as “the algorithm said so” are unacceptable in board meetings or audits. The approach calls for traceable, transaction-level audit trails, unified controlled data sources, real-time metadata tagging and phased pilots.