Every AI workflow wants to move fast, but the moment those pipelines touch production data, someone in security starts sweating. Agents, copilots, and scripts can generate breathtaking insights, yet they often drag sensitive information right through those queries. When governance and audit teams look later, they find exposure everywhere: logs,