Prompt Engineering for Automated Evaluation: Making LLMs the Judge in AI Builder Solutions

Intro: Automated evaluation is fast becoming a necessity as AI-driven agents proliferate across business processes. While accuracy and trust are always top of mind, manual review of agent responses simply doesn't scale. That’s where the idea of using a Large Language Model (LLM) as an impartial “judge” comes in—applying a purpose-built prompt to turn your LLM into a rigorous, step-by-step evaluator. I've previously experimented with extraction and evaluation frameworks which focused on structure...