Reading the text is the easy part. Understanding the document — its type, its fields, its meaning — is where the value is.
OCR turns pixels into text. That's necessary, but it's not understanding. The organizations drowning in forms, contracts, and correspondence need systems that classify a document, extract the right fields, and know when they're unsure.
Confidence is a feature
The difference between a demo and a dependable pipeline is what happens on the hard cases. We attach a confidence score to every extracted field and route low-confidence results to a human — so accuracy stays high and the system degrades gracefully instead of silently.
- Classify document type before extracting
- Score every field; escalate the uncertain ones
- Keep a human in the loop where it counts