Separate OCR transcription quality from schema compatibility and acceptance calibration
General lesson: compare OCR/VLM systems in three layers—raw transcription on fields both systems actually produce, declared label-blind normalization into the product schema, and accepted-result precision/coverage. A model can look much worse because it stores different date/name…