AI can classify an expense, propose a match between a bank transaction and an invoice, or flag an unusual cash-flow pattern. None of those outputs should automatically become accounting truth. That boundary matters more than raw model accuracy. A model output is probabilistic. A financial record changes operational state: balances, collections, reporting, tax workflows, and sometimes legally significant documents. Treating both as the same object creates a dangerous failure mode — a plausi...