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RAG Evaluation Checklist

A one-page checklist covering the four measurement mistakes that make a worse RAG system look better.

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What is inside#

  • Retrieval-first measurement order
  • Golden set construction rules
  • Judge calibration procedure
  • Category-level reporting template
  • The pre-ship regression gate

Two pages. Designed to be printed and used, not read once.

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Download the RAG Evaluation Checklist

The checklist used before shipping any retrieval change: what to measure, in what order, and the four biases that flatter your results.

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Where this is used

AI Engineer Lab

Why Your RAG Evaluation Is Wrong

Most RAG evaluations measure the wrong thing, on the wrong data, with a judge that rewards the wrong behaviour. Here is what to measure instead.

IntermediateDifficulty: Intermediate3 min readPython · Ragas · OpenAI API
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