How to Test Structured Outputs Across Multiple AI Models

Getting reliable JSON from AI models is a production challenge. The article outlines three layers of validation: syntax, schema, and semantic correctness. It provides a framework for building test sets and tracking metrics like parse success, schema validation, and semantic accuracy.