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| Criterion |  Decision Making Assumption Surfacing |  UX Research Affinity Diagramming |  Decision Making Red Teaming |
|---|---|---|---|
Purposedifferent | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | When research notes, feedback, or observations sit unconnected side by side, affinity diagramming sorts the raw material into solid themes. Many individual points turn into patterns that make decisions and opportunities clearer. | For strategic decisions with high reach, agreement and gut feeling are often not enough. Red teaming brings deliberate opposition into the situation and tests where a plan breaks under real counterarguments. |
Complexitydifferent | Low | Low | High |
Timedifferent | 45-90 min | 45–90 min | 1-4 h |
Participantsdifferent | 2-8 | 3-10 | 3-8 |
Formatdifferent | Workshop + async | Workshop | Workshop |
Outputdifferent | Assumption List, Critical Assumptions, Learning Plan | Theme clusters, Insight statements, Opportunity areas | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | AssumptionsRiskDecisionDiscovery | SynthesisQualitativeRoot cause | RiskDecisionSensemaking |
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