Why Observability Cannot Be An Afterthought in LLM Development

As AI-powered development accelerates, the gap between intent and implementation becomes increasingly invisible. Without built-in observability—logging, tracing, and monitoring of AI decisions—you lose the ability to improve and iterate. Implementing observability from day one is essential, not optional, for maintaining quality and control in LLM-based systems.