How do you manage schema validation for structured LLM outputs?

Schema validation ensures LLM outputs conform to expected JSON or structured formats using validators and retry mechanisms.

LLM outputs are probabilistic, so structured output enforcement is required in production. Systems enforce JSON schemas or function calling formats and validate outputs post-generation. If validation fails, the system retries with corrected prompts or applies repair models to fix structure.