Evaluating LLM Applications: Datasets, Metrics and LLM-as-Judge

Why evaluation comes first

LLM outputs vary, and small changes to a prompt or model can improve one case while breaking another. Without a repeatable evaluation, every change is a guess. A modest evaluation set turns those decisions into measurable comparisons.