Why observability matters
Performance monitoring tracks response times and model performance to ensure optimal operation. Cost management identifies expensive prompts and optimizes spending across LLM providers. Quality assurance detects issues and unexpected outputs before they reach users. Debugging enables quick problem identification through complete session examination. Without proper observability, LLM applications become expensive black boxes that are impossible to systematically improve.