Celeste Okafor

Vision models solve layout and context problems that break traditional document processing.

Understanding three layers reveals why confidence scores don't mean what they appear to.

Silent encoding errors compound across document pipelines undetected.

Handwritten text recognition fails silently in ways printed OCR never anticipated.

Order matters: layout analysis, then OCR, then reasoning for accurate document parsing.

Structure recognition, not OCR accuracy, is where table extraction fails.

Accurate EOB parsing stops revenue cycle errors before they cascade downstream.