Copilot exposed PII and inconsistent KPIs — Snowflake & Power BI enforce certified sources
An AI metrics copilot returned inconsistent answers and exposed personal data because it queried mixed sources without guardrails. We limited retrieval to certified data marts and endorsed models, enforced security and redaction, and added an approval queue. Executives got consistent answers with safer access.

