Building Reliable Document Review Loops Beyond OCRBuilding Reliable Document Review Loops Beyond OCR
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Oleg's avatar
Oleg Gendelman
• Sep 29
Document extraction is not the product. The review loop is.
OCR or an AI model can extract fifteen fields from an invoice. That does not make the workflow reliable.
The useful system also knows:
• which fields are mandatory • which values must match business rules • when confidence is too low • how to detect possible duplicates • where uncertain cases should go • how a human correction returns to the process
I treat extraction as one component. The actual product is a controlled path from document intake to an accepted record — with uncertain cases visible instead of silently approved.
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