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Criterion
A hypothetical failure makes concrete risks, signals, and fitting mitigations visible.
Decision Making
Pre-Mortem
Paper illustration for Knowledge Mapping.
Knowledge Modeling
Knowledge Mapping
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
Purposedifferent
In early initiatives with many uncertainties, planning quickly turns too optimistic. A pre-mortem makes the expected failure visible in advance and sharpens the view of causes, gaps, and countermeasures.Knowledge Mapping makes knowledge, gaps, and transfer paths visible across a field. It fits when expertise should not just exist but also be findable and transferable.When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects.
Complexitydifferent
LowMediumHigh
Timedifferent
20–45 min1-3 h1-4 Wochen
Participantsdifferent
Small cross-functional group3-121-6
Formatdifferent
WorkshopWorkshopAsync
Outputdifferent
Risk list, Mitigation plan, Assumption logKnowledge Map, Critical Knowledge Areas, Transfer PlanExperiment results, Decision log, Learning summary
Tagsno overlap
RiskDecisionFailurePlanning
KnowledgeMappingRisk
ExperimentsGrowthAnalyticsValidation
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Methods with strong topical overlap with the current selection, not yet in the comparison.

Paper illustration of a calm four-quadrant Assumption Map with hypothesis cards and emphasis on important assumptions with little evidence.
Product Discovery
Assumption Mapping
Paper illustration for Smoke Test.
Product Discovery
Smoke Test
Paper illustration of an assumption matrix with prioritized test cards
Decision Making
Assumption Surfacing
Paper illustration of a Concept Map with concepts and labelled links
Knowledge Modeling
Concept Mapping