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| Criterion |  Growth Funnel Analysis |  Product Discovery Assumption Mapping |  Decision Making Red Teaming |
|---|---|---|---|
Purposedifferent | When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | 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 | Medium | High |
Timedifferent | 1-3 h | 45-60 min | 1-4 h |
Participantsdifferent | 1-5 | 2-8 | 3-8 |
Formatdifferent | Async | Workshop + async | Workshop |
Outputdifferent | Funnel report, Drop-off analysis, Optimization hypotheses | Assumption map, Test backlog, Risk ranking | Challenge Findings, Risk Register, Mitigation Plan |
Tagsno overlap | AnalyticsConversionGrowth | AssumptionsRiskExperimentsValidation | RiskDecisionSensemaking |
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