How would you answer an interview or practical scenario involving LLM-as-a-judge in Model Evaluation?

In an interview or practical scenario involving LLM-as-a-judge, clarify scale, constraints, security, reliability, data, and operational requirements. Explain the design, alternatives, tradeoffs, failure handling, testing, and monitoring.