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Deterministic PDF form filling

Placement from the document itself.

Widget rectangles, registered template boxes, OCR anchors — never a model’s guess. Confidence and provenance on every field.

~64 ms

per page, native AcroForm

100%

placement accuracy on native forms

422

on XFA — flagged, never silently wrong