From Confidence to Credibility: Why AI Database Queries Need Complete Provenance

AI database answers without source attribution are unreliable for critical business decisions. The real issue isn't always hallucination—it's often incorrect source systems, stale data replicas, or outdated schema versions. Teams must enforce provenance tracking at the database/MCP layer, not retroactively in the AI model.