LLM Structured Outputs in Production: How to Stop JSON From Breaking Your AI Workflow
Towards AI
•
Generative AI
LLM Structured Outputs in Production JSON mode is not a production architecture. If an AI system feeds databases, queues, APIs, tools, or agents, structured output needs contracts, validation, repair, tests, and operational visibility. A reliable AI workflow treats model output as a contract, not a polite suggestion. The first time an LLM returns perfect JSON, it feels like the problem is solved.