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Rails World 2026 · September 2026

Your LLM Changed. Did It Get Better?

When you change the model or the prompt behind a Rails AI feature, how do you know the answers got better? I use a Rails and RubyLLM example app to show how LLM-as-judge metrics (relevance, faithfulness, correctness, factual accuracy, and context precision) turn that question into numbers you can compare.

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