LLM Observability

What Is LLM Observability?

Tools include Langfuse, LangSmith, Arize Phoenix, Helicone, and Honeycomb AI mode. They capture each prompt, response, latency, token usage, and tool call as a trace. Production AI apps need this because LLMs fail in subtle ways (drift, hallucination, bad tool calls) that traditional logging misses.