Stop Asking Nicely: Real Structured Output Validation for LLMs

Most LLM structured output implementations merely hope for valid JSON rather than enforcing schema compliance—a critical gap in production systems. Understanding the difference between JSON mode and schema-enforced Structured Outputs, and treating LLM responses as API boundaries with proper validation pipelines, is essential for building reliable AI applications.