Route invoice exceptions through deterministic checks, retries, and human escalation.
The situation An inbound invoice automation extracts fields with AI, checks them against ERP data, and is allowed one retry before it either posts or escalates. The queue only becomes valuable if humans see true exceptions, not routine cleanup. Framework Chain → Validate → Escalate Use AI for extraction, deterministic checks for math and matching, and humans for policy exceptions. Recoverable extraction issues deserve a bounded retry, factual mismatches deserve evidence-based escalation, and governance thresholds deserve human approval. Extraction Step 1 The first extraction is missing a purchase order number but captured vendor, amount, and invoice date. What is the…
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