As Language Models (LLMs) become central to enterprise operations, effective monitoring is no longer optional—it’s imperative. This article dives into the architecture and best practices for building sophisticated AI dashboards that track LLM performance, quality, and crucially, their associated costs. Discover how to gain actionable insights, prevent budget overruns, and ensure your AI initiatives deliver maximum value in a scalable and secure manner.