How does Upstage Studio handle document formats that vary across carriers or vendors?

Upstage Studio supports PDFs, scanned images, spreadsheets, slides, Office files, emails, rotated pages, handwritten elements, and documents exceeding 500 pages, all without requiring templates or retraining for each new format. Document Parse achieves a TEDS score of 93.48 and TEDS-S of 94.16 on table extraction benchmarks, and processes 100 pages in under one minute at an average of 0.6 seconds per page.

Amwins processed invoices across 80+ carrier formats, handling over 200 documents daily and 1,100+ in month one alone, without rebuilding extraction logic for each carrier's layout. Information Extract's schema-agnostic design means the extraction schema adapts to the document rather than requiring the document to conform to a predefined template. Tricura Insurance Group held above 95% accuracy across inconsistent formats. When formats shift over time, Studio's automated correction loop uses low-confidence signals to update the extraction schema, so accuracy is maintained without engineering intervention.