Define·Strategic Framing·Automation·Developing·DEF-011

User Needs Specification

Value hypothesis

Generates candidate expressions of user needs from research synthesis, which the designer judges for focus, scope, and connection to the product strategy.

Velocity · Quality

An LLM is tasked with transforming research findings into succinct deliverables that communicate user needs and provide a human-centric framing of the design challenge to stakeholders. Common formats may be problem statements, jobs-to-be-done (JTBD), need statements, or opportunity statements. Once the AI has produced the first version, the teams checks for accuracy against the source material, then selects and refines for impact and actionability.

Risks in application

Bias Bleed

Statements appear well-grounded but may embed assumptions or generalisations not directly supported by the underlying research data.

Pseudoproductivity

AI tendency to saturate statements with unrequested information or interpretation creates apparent completeness that obscures rather than clarifies the core problem.

Expertise that differentiates

Research and Insight

Knowing which finding should anchor the statement, and what constitutes a well-scoped problem vs. an over-broad or assumption-laden one.

Business Framing

Ensuring the statement connects to the actual decision or design opportunity being addressed, not just a restatement of research findings.

AI Fluency that assures

Goal and Task Awareness

Choosing which statement format (problem vs. JTBD vs. opportunity, etc) fits the brief and the organizational culture; tuning the level of abstraction needed, so the AI does not produce a mixed output that the practitioner then has to disentangle.