If you have been following the enterprise AI debate, you will have encountered a growing consensus: AI only works when anchored in structured context. Ontology, semantic layers, knowledge graphs — the terminology varies, but the argument is consistent. Without structured context, AI produces outputs that are syntactically correct but operationally meaningless.
