In regulated finance, a decision you cannot reconstruct is a liability. An audit trail is what lets an examiner or internal auditor answer 'why did the system do this?' months after the fact.
It differs from ordinary application logging: it is organized around decisions, retained for years, and tied to the exact model and policy version that produced each outcome.