what happens when the semantic layer is uncertain or unavailable? For payments, “LLM could not decide” is itself a policy case. Failing open is risky, failing closed may create too much friction and routing everything uncertain to HITL can become noisy fast.

I think the valuable part here is the audit trail behind it: why this spend was allowed, blocked or escalated.