The editable-field pattern is the right call, and the engineering move that makes it scale is a p...The editable-field pattern is the right call, and the engineering move that makes it scale is a p...
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The editable-field pattern is the right call, and the engineering move that makes it scale is a per-field confidence score coming out of the OCR pass. Once every extracted value carries a confidence, the UI can stop treating all fields equally — auto-accept the clean reads and float the shaky ones to the top for review. Formation dates and EINs are exactly where character-level OCR tends to slip, so weighting review time by confidence beats asking people to re-check everything. That's the line between a confirmation screen that feels thorough and one that feels like busywork.
OCR extracts business names, formation dates, and addresses from uploaded documents automatically. But users still need to trust what the system found before anything gets submitted.
We designed the confirmation flow around editable fields that surface extracted data clearly....
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