Reducto tested whether pairing PDFs with their structured parse output improves how frontier models read and reason over real documents. Adding Reducto’s parse lifted macro accuracy by 9 percentage points across Claude Opus 4.8, GPT-5.5, and Gemini 3.1 Pro.