AI Question Generation

How does AI generate questions?

  1. Content Analysis:

  • Reads knowledge base articles for policies and procedures

  • Analyzes tickets for common scenarios and agent responses

  • Identifies key concepts and decision points

  1. Question Design:

  • Tests practical knowledge agents need daily

  • Balances coverage across all source materials

  • Creates plausible distractor answers

  • Ensures intermediate difficulty (not too easy/hard)

  • Avoids overly technical or obscure details

  1. Quality Standards:

  • Questions are specific and unambiguous

  • Answers are parallel in structure

  • Distractors are believable but clearly incorrect

  • No "all/none of the above" options

  • Professional, clear language

Tips for Better AI Generation:

  • Provide 3-5 knowledge base articles minimum

  • Include 5-10 example tickets if available

  • Use Testing Points to guide focus areas

  • Generate more questions than needed, then select the best ones

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