· Amit Kothari · AI
LLM monitoring: Why your AI can be up while failing
Traditional monitoring tells you if your LLM is running. It does not tell you if it is delivering garbage to users. LangChain found 89% of agent teams now implement observability, but evaluation adoption lags at 52%. Here is how to build LLM monitoring that catches quality failures in production.