Provide a fixed-scope implementation and managed operations service for one document workflow at a time. The service maps document types and target fields, configures extraction models, builds the processing queue and validation workflow, and monitors failed or low-confidence documents. Initial delivery should combine existing OCR^? and AI services with human review rather than developing proprietary models.

OCR^?, computer vision, and LLM^? services can now handle more varied document layouts, but businesses still need reliable production orchestration and exception management. Repeated hiring for this combined capability indicates that implementation capacity remains a bottleneck.