Adaeze Nwofor

Methodology, not just scores, determined which extraction APIs would work in production.

Balancing speed, cost, and accuracy requires routing, not a single parsing model.

Silent field-relationship errors hide wrong entity assignments that pass basic validation checks.

Vendor discipline on tooling and integration matters more than raw model accuracy.

APIs that process documents trigger data transfers, not just storage compliance obligations.

A schema built for messy reality fails less often than one optimized for demo data.

Confidence scores only matter if they match real-world accuracy rates in production.

Hallucinations that pass validation checks pose bigger risks than raw accuracy metrics reveal.

Two competing architectures determine which vendor succeeds on scanned PDFs.

Standardized testing reveals why vendor accuracy claims aren't comparable.