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| Criterion |  Decision Making Red Teaming |  UX Research User Interviews |  Product Discovery Opportunity Solution Tree |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | 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. | When teams derive needs only from assumptions and real motives are missing, user interviews give direct access to behavior and meaning. Conversations from the target group's everyday life make patterns, tensions, and open questions solidly visible. | When discovery keeps swinging between goals, ideas, and learning loops, it creates clear steering logic. It connects the desired outcome, opportunities, and experiments into a legible structure. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | High | Low | Medium | Medium |
Timedifferent | 1-4 h | 30–60 min per interview | 1-2 h Setup, laufend | 45-60 min |
Participantsdifferent | 3-8 | 1 participant per interview | 2-6 | 2-8 |
Formatdifferent | Workshop | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Challenge Findings, Risk Register, Mitigation Plan | Interview Notes, Themes, Insight Summary | Opportunity Solution Tree, Experiment Backlog, Learning Log | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | RiskDecisionSensemaking | QualitativeResearchCustomerDiscovery | DiscoveryOutcomesExperimentsOpportunity | AssumptionsRiskExperimentsValidation |