What is structured output and why does it matter?

Structured output means constraining the model to produce responses in a specific format like JSON, XML, or a function call signature. It matters because production systems usually need parseable outputs, not free-form text. Modern LLM APIs from OpenAI, Anthropic, and Google all support structured output through schemas, eliminating the need for fragile prompt-based JSON extraction.