Define·Strategic Framing·Augmentation·Emerging·DEF-107
Problem Reframing
Value hypothesis
Explores alternative problem framings to help teams approach work in ways they may not have typically considered, opening more options and assuring problems are sufficiently interrogated before solution work begins..
Insight · Quality
The LLM is given the existing problem statement, hypothesis, or brief and asked to challenge assumptions, find contradictions, and propose alternative perspectives which can be derived from the same evidence. New problem statements are drafted, calling out assumptions implicit in the original framing. The team checks these options against their strategic context, and fold useful elements into their revised definition. The result is a stress-tested problem statement that resists embedding the biases of groupthink, or executive compliance.
Risks in application
Pseudoproductivity
Generated reframings can create the illusion of rigorous critique. In reality, the alternatives must themselves be judged, as they can be shallow variations on the same underlying assumptions rather than genuinely different perspectives.
Homogenization
Challenges may converge on a small set of canonical reframing moves: invert the assumption, widen the scope, narrow the user, etc. The set looks divergent but is mechanistic, rather than addressing the actual context of the problem.
Expertise that differentiates
Research and Insight
Judging which propositions reflect genuine alternative from the evidence base and those that are appealing but justified; sifting what the research actually from what was inferred.
Business Framing
Checking if an alternative framing is organisationally feasible, and not just provocative. Does it consider the company's constraints, investment appetite, and competitive position?
AI Fluency that assures
Product Description
Carefully describing the current situation and organisational understanding of the problem so the LLM can make a more relevant analysis. Cleaning bias or leading elements from the prompt so results are not oriented.
Process Discernment
Assuring extraction hygiene from provided sources, that new sources gathered in execution have been verified and not hallucinated, and that new interpretative claims justify their chain of reasoning.
Related
Possible Indicators
Decision confidence
Whether the team reports higher confidence in the selected problem framing after reviewing AI-generated alternatives
Expert assessment delta
Difference in problem statement quality (specificity, actionability, evidence grounding) between pre- and post-reframing versions