Beyond OCR: Achieving 98% Billing Accuracy with GroundX and Red Hat OpenShift AI
Red Hat, Friday, September 18th, 2026
A document-understanding deployment on OpenShift AI reaches 98% billing accuracy where OCR fell short.
Red Hat describes a document processing implementation that moves past traditional OCR to reach 98 percent billing accuracy. The post explains why character recognition alone fails on complex real-world documents and how layout-aware and context-aware models handle them.
It covers the deployment architecture on Red Hat OpenShift AI, including model serving and the pipeline around ingestion and validation.
The example is offered as a template for regulated industries with high-volume document workloads.