Enterprise AI is moving from simple chat experiences to production workflows. A user may ask one question, but behind that response the system may perform multiple model calls, apply guardrails, invoke tools, call enterprise APIs, retrieve context, and generate a final answer. For business users, the experience should feel simple. For enterprise teams, the execution path must be visible: what happened, how long it took, what it cost, and whether it followed expected policy and quality standards.
