
Tebeau Group built an image-to-structured-data service for the US Veterans Affairs department, using OCR technology and secure LLM integration to process bulk PDFs with data integrity exceeding six nines (99.9999%). This platform eliminated manual data entry and modernized how the government handles document operations.
Government agencies process millions of documents annually—forms, records, reports—most of which arrive as unstructured PDFs or scanned images. Manual data entry is slow, expensive, and error-prone. The VA needed a way to automatically extract structured data from these documents with the accuracy and security that government operations demand.
We designed a pipeline that combines OCR technology with secure LLM integration to extract, validate, and structure data from any document format. The architecture prioritized data integrity above all else—achieving six nines of accuracy through multi-layer validation, quality assurance logging, and human-in-the-loop verification for edge cases.
The platform processes bulk PDFs through an OCR pipeline that extracts text and layout information, then uses secure LLM integration to interpret and structure the data according to predefined schemas. Quality assurance logging tracks every transformation, and data integrity checks ensure accuracy at every stage. The system handles thousands of documents per batch.
The platform achieved data integrity exceeding six nines (99.9999%), effectively eliminating errors from the document processing pipeline. Manual data entry was eliminated entirely, saving thousands of hours of labor. The quality assurance logging system provides complete auditability for every document processed. This work laid the foundation for similar projects with the Air Force and Breast Cancer Center of Canada.
"Six nines of data integrity from automated document processing—that’s a standard most organizations can’t achieve with manual entry. Tebeau Group’s platform transformed our operations."
Operations Director
US Veterans Affairs