01
The failure surface
Statements, forms and supporting evidence often cross several capture and compression steps before ingestion. Lost columns, faint amounts or rotated pages can disrupt extraction and review.
02
What to measure
Define a document-specific holdout and evaluate acquisition failures independently of your credit or underwriting decision model. Inspect numeric retention and the evidence behind each failed sample.
03
A scoped evaluation
A custom program can specify statement layouts, supporting document classes and output schemas. We scope the corpus and annotation requirements.
04
What the evidence supports
Document robustness evaluation does not validate credit decisions, fairness, identity or regulatory compliance. Those are separate system-level questions.