LLM-as-a-Judge: Evaluate Your Models Without Human Reviewers

LLM-as-a-Judge uses a capable model to evaluate another model's outputs, achieving ~85% agreement with human reviewers while being 1,000x faster. The article presents Python implementation patterns from raw OpenAI SDK calls with structured output and chain-of-thought reasoning to production frameworks like DeepEval's GEval for custom metrics.