KG-Backed Document Intelligence

A future use case for combining ontology-governed extraction, SHACL validation, and LLM-assisted review.

SHACLLLMsDocument AI

Many document AI systems extract fields without a strong semantic contract.

This use case explores a stricter pattern: use an ontology as the domain contract, SHACL as the validation layer, provenance as the trust layer, and LLMs only where they add explainable assistance.

The long-term product direction is a governed workflow where every extracted fact is typed, validated, traceable, and reviewable.