01
Layer 1: deterministic rules
Check required fields, quantity logic, AQL, section completeness, photo counts, identifiers, dates and revisions.
02
Layer 2: model assistance
Compare request, instruction, data, photos and conclusion, locate contradictions and suggest corrections; insufficient evidence is escalated.
03
Layer 3: human accountability
The inspector confirms field facts, the service manager reviews and escalates, and the technical manager resolves technical issues with a full audit trail.
Use note
This article supports service and quality decisions but does not replace a formal opinion for a specific product, country or order.
