Beyond the Hype: The Hidden Failures of LLM Structured Outputs

Benchmarking reveals that major LLM providers often fail to meet strict JSON schema adherence despite marketing structured outputs as a solved feature. This underscores the necessity for developers to maintain multi-stage fallback parsers to mitigate silent data corruption and schema rejections in production.