Scaling the translation of visual sources into structured data. Leveraging formal ontologies and Graph-RAG to describe heraldic sources

How can we scale interpretive description of visual historical sources while maintaining scholarly rigor? Our heraldic case study demonstrates how expert-created formal ontologies enable LLM-assisted description that addresses cultural heritage's longtail distribution problem using Graph-RAG, producing verifiable structured data grounded in decades of domain expertise.