When AI Encounters Mixed Data Structures: Why Standardization Becomes Necessary

Inconsistent publishing formats force AI systems to infer meaning, breaking attribution, authority, and recency “Why is AI showing a county emergency alert as if it came from the city fire department?” The answer it provides looks complete and confident, but the source is wrong. The alert was issued by a county emergency management office, yet the AI response assigns it to a city agency with a similar name. The details are partially correct, but the authority is not. The result is a misattributed public safety update presented as fact.