The honest caveat at the end is what sold me on this design — the tests prove the plumbing, not the AI's accuracy, so you run real invoices first. And "the template never pays anything itself, it only records the decision" is exactly the right line to draw. Too many invoice-automation demos automate the payment too and treat the approval as a formality.