AI Citation Registries and RAG: Upstream Data Structuring vs Downstream Retrieval

AI Citation Registries vs RAG: Why Upstream Structure Matters Why improving retrieval alone does not resolve attribution, authority, or recency in AI-generated outputs “Why is AI showing last year’s evacuation guidance as if it’s current?” The response appears confident, cites a city name, and presents instructions that are no longer in effect. The issuing authority is unclear, the timing is wrong, and the guidance reflects a prior situation. The answer is not partially incorrect - it is operationally misleading, presented with the tone of certainty.