Samman Session: AI-Assisted Backlog Grooming

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About Course

Your backlog isn’t just a to-do list—it’s the engine of your product. A healthy backlog is the heart of a responsive, high-functioning Agile team. In this session, your team will learn how to use AI to spot gaps, clarify vague stories, and prioritize more effectively. You’ll work with real or sample backlogs to practice turning fuzzy ideas into crisp, actionable work items—complete with acceptance criteria and estimates. You’ll leave with reusable prompts, clarity on your process, and a backlog your team can actually love.

What Will You Learn?

  • How to use AI to rephrase, refine, and split backlog items
  • How to detect ambiguity, assumptions, and dependencies
  • How to align backlog grooming with technical and business goals
  • How to guide AI to support—not override—team judgment
  • Use AI to rewrite and clarify vague backlog items
  • Break down epics and large stories into smaller tasks
  • Identify missing acceptance criteria and edge cases
  • Use AI to suggest estimates and dependencies
  • Spot ambiguous language or assumptions in stories
  • Align backlog grooming with team values and product goals
  • Practice collaborative backlog improvement with AI assistance
  • Evaluate the usefulness of AI-generated backlog content

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