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| Criterion |  Product Discovery Assumption Mapping |  Decision Making Risk Matrix |  Knowledge Modeling Concept Mapping |  Decision Making Red Teaming |
|---|---|---|---|---|
Purposedifferent | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | When a project faces many possible disruptions, it quickly becomes unclear which risks deserve attention first. It separates options, evaluation criteria, and open risks. The result is captured as a Risk Matrix and a Top Risk List. | Concept Mapping arranges terms and relationships in a network that makes subject-matter connections tangible. It fits when a topic needs to be understood structurally rather than linearly. | 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 | Medium | Low | Medium | High |
Timedifferent | 45-60 min | 30-60 min | 1-2 h | 1-4 h |
Participantsdifferent | 2-8 | 3-10 | 1-8 | 3-8 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Workshop |
Outputdifferent | Assumption map, Test backlog, Risk ranking | Risk Matrix, Top Risk List | Concept Map, Relationship Labels, Knowledge Gaps | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | AssumptionsRiskExperimentsValidation | RiskDecisionPrioritizationAssessment | KnowledgeConceptsMappingSensemaking | RiskDecisionSensemaking |