How do you accept enterprise knowledge Q&A (RAG)?

RAG acceptance relies on a golden Q&A set: predefined frequent questions and standard answers. The system must answer accurately, cite correctly, and refuse appropriately. Hit accuracy targets before launch; keep sampling and feedback loops after.

Key points

  • Build 50–200 golden Q&A items covering core policies, products, and processes
  • Metrics: accuracy, citation correctness, refusal rate, hallucination rate
  • Sampling: random questions + edge cases (expired docs, no permission)
  • User feedback: flag wrong answers → fix knowledge base → re-evaluate
  • Joint UAT sign-off with business owner

How to do it

  1. Business provides Top question list
  2. Annotate standard answer source for each question
  3. Run automated/semi-automated evaluation until targets are met
  4. Weekly wrong-answer review in the first month after launch

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