Demand Refinement Agent
What does the Demand Refinement Agent do? This use case features one of the 24 ready-to-use AI agents that helped us win the “Agent Race to Sapphire 2026.” The agent helps business users clarify requirements, resolve open questions, and establish a solid foundation for detailed project planning.
The starting point: Unclear requirements complicate project planning
Business demands often start as high-level ideas, strategic initiatives, or rough requirements. Before they can be transformed into concrete projects, requirements need to be clarified, open questions resolved, and important context captured. Without a structured refinement process, misunderstandings, planning risks, and additional coordination effort can arise throughout later project phases.
What does our solution look like? Intelligent support for demand refinement
The Demand Refinement Agent guides business users through a structured requirement clarification process. The solution analyzes existing demand descriptions, identifies information gaps, and asks targeted questions to refine and validate requirements. It can also support RoI-related assessments, helping organizations create a stronger basis for planning and decision-making. In three steps, this means:
- Analyze the demand
The agent reviews available information and identifies missing details, open questions, and potential ambiguities. - Refine requirements
Through guided interactions and targeted follow-up questions, requirements are clarified, structured, and documented. - Prepare for project planning
The refined demand is prepared for handover into detailed project planning, while optional RoI assessments support business decision-making.
The result? Higher-quality requirements and better project readiness
The result includes clearer and more structured requirements, fewer open questions, and a stronger foundation for subsequent planning activities. At the same time, manual effort in demand clarification is reduced, while business users receive guided support throughout the process. The Demand Refinement Agent combines structured requirement analysis with intelligent user interaction to create the ideal starting point for successful project execution.
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