What is LLM observability and cost control?

LLM observability tracks prompts, model responses, latency, errors, token usage, quality signals, and application-level outcomes. In practice, the value of this concept comes from understanding where it belongs in the architecture, what problem it solves, and what constraints or tradeoffs it introduces.