Ensemble Session: User Story Writing with AI

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About Course

Writing great user stories is hard. Vague stories create confusion, missed expectations, and buggy code. In this hands-on Samman Coaching session, your team will learn how to use AI tools like ChatGPT or Claude to write clearer, more actionable user stories—without losing human context or judgment.

Through live instruction and guided mobbing, you’ll explore how to craft high-quality user stories, define crisp acceptance criteria, and spot ambiguity early—before it turns into rework. You’ll experiment with prompts that help clarify intent, improve language, and even reframe requirements based on user goals.

You don’t need to be a prompt engineering expert. This session will show you how to collaborate with AI as a thinking partner, not a replacement.

By the end of the session, your team will have practical techniques, reusable prompts, and a shared understanding of what “good” looks like in user story writing—with or without AI.

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What Will You Learn?

  • Recognize what makes a user story effective (and ineffective)
  • Use AI to rewrite vague stories into clear, actionable language
  • Generate and validate acceptance criteria collaboratively
  • Use role-based prompting to align stories with real users
  • Explore AI-assisted approaches for INVEST and 3Cs
  • Catch ambiguity, assumptions, and contradictions early
  • Clarify business goals and user value within the story
  • Practice story splitting and refinement using AI prompts
  • Define reusable AI prompting strategies for future grooming

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