As Government agencies accelerate artificial intelligence (AI) adoption, Shadow AI has emerged as a growing risk. The unsanctioned and unmonitored use of Large Language Models (LLMs) can expose sensitive data to unauthorized platforms, undermine compliance requirements and create data governance gaps that policy alone cannot close.