A time-stamped, tamper-resistant record of who did what, when, and to what data. Used for security, compliance, and accountability. Audit trails are essential for explainable AI—without them, you can't reconstruct what the AI did or why.
When the regulator asked why the AI denied the loan, the audit trail showed exactly which inputs were used and which rules fired.