Why real-world documents are difficult
Real-world documents are rarely clean. Tables break across pages, important fields appear in unexpected locations, and the same piece of information can be represented in several different ways.
An agentic extraction pipeline
Our document extraction pipeline treats extraction as an agentic process rather than a single model call. The system reads the document, identifies relevant regions, extracts candidate values, and checks those values against the surrounding context.
Handling uncertainty
When confidence is low, the system flags the field instead of silently returning a potentially incorrect value. This makes the final structured output easier to inspect and trust.