The Challenge

Loan officers reviewed hundreds of documents per week by hand. Errors slipped through, turnarounds stretched to days, and compliance demanded an auditable process.

What We Built

A hybrid pipeline: OCR, layout parsing and an LLM layer with human-in-the-loop review. Every extraction carries a confidence score and an audit trail.

Extraction Pipeline

Every document is scanned with OCR, its layout is parsed to separate tables, fields and signatures, and an LLM layer reads the content and proposes structured values. Each extracted field carries a confidence score that drives the next step.

Human Review and Audit

Low-confidence fields are flagged for officers instead of being trusted blindly. Reviewers confirm or correct them in one screen, and every decision, edit and source page is stored in an audit trail that can be exported at any time.

Technical Approach

The pipeline blends optical recognition, layout understanding and a large language model rather than relying on one brittle rule set. This hybrid design is why accuracy holds at 99 % across more than 30 document types instead of degrading on unusual forms.

Accuracy and Compliance

We measured extraction against a labeled set and tuned the model per document family. Results stay at 99 % on 30+ types, and the built-in audit trail gives regulators a complete, exportable record of every review.

The Result

Review time collapsed from three days to under an hour. Accuracy on 30+ document types holds at 99%, and regulators now see a complete, exportable audit trail.

Client Feedback

What used to take three days is done in under an hour. Our team reviews exceptions, not every page, and auditors finally have the clean trail they asked for.

Get a Free Quote

Swamped by document review? Send us your document types, your volume and your compliance needs, and we will quote a free, project-scoped solution. Share your details through our form and our team will reply with a plan and timeline.