Graph databases enable relationship modeling for AI systems but fall short of providing complete business context needed for production enterprise AI. While graphs handle connections well, they don't unify meaning, time, trust, state, and evidence across structured, unstructured, and multimodal data. As AI moves from retrieval

6m read time From arango.ai
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How enterprises move from GraphRAG experiments to scalable, trustworthy AI systemsTL;DRGraph Databases Solved One Problem—Not the Whole OneWhy Graph-Only Architectures Break at ScaleRelationships ≠ Business ContextAgents Change the StakesWhat’s Next?

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