Neo4j's 2026 positioning — "The World's Leading Graph Intelligence Platform" — is squarely about agentic AI on top of knowledge graphs, with AuraDB, Aura Agent, and GraphRAG as the lineup. They are right that "agentic AI without a knowledge graph is like a self-driving car with no GPS map." They leave one beat unsaid: a knowledge graph without resolved identity is a self-driving car with a map of someone else's city. Neo4j gives you the engine to build the graph. Resolved identity is the work that takes 18 months and a domain team. We are not asking you to build that. We are an identity-graph application — pre-loaded with national coverage, anchored to ground truth, with a resolution pipeline that runs continually. Neo4j is the right answer when your graph is not identity, or when you need to build something nobody else has. We are the right answer when the graph IS identity and you do not want to write the loaders.
Engineers who reach for Neo4j to "build identity" learn the same lesson — identity is not a database problem, it is a domain problem. The schema is the easy part. The loaders, the source-by-source quirks, the resolution rules, the audit trail — those are eighteen months of work. We did them.