GraphRAG has a schema drift problem; Neo4j's ontology spec proposes a shared contract

JeremyCMorgan · x · 2026-11-11

The author argues GraphRAG systems suffer from a schema management problem: extraction prompts, graph models, and validation rules tend to drift apart. Neo4j's ontology specification proposes a shared contract covering node types, relationships, cardinality, and constraints. The most useful idea is keeping extraction prompts, graph models, and validation rules aligned—reducing schema-inconsistency errors at the source of graph construction.

Related event: Neo4j Open-Sources Ontology Spec to Fix GraphRAG Schema Drift(2 posts)→

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