Most teams building on LLMs know something is wrong before they can say exactly what. The chatbot sounds confident and wrong. The RAG pipeline returns plausible answers that contradict the source documents. The agent completes tasks in testing but drifts in production. The real problem is that most teams treat LLM quality as a single score,…