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Criterion
A hypothetical failure makes concrete risks, signals, and fitting mitigations visible.
Decision Making
Pre-Mortem
Paper illustration for Cynefin Workshop.
Decision Making
Cynefin Workshop
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.When problems are unclear, chaotic, or only seemingly familiar, standard recipes fall short. A Cynefin Workshop sorts situations by the nature of their problem and connects them with matching action logic.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 min60-180 min1-4 Wochen
Participantsdifferent
Small cross-functional group4-201-6
Formatdifferent
WorkshopWorkshopAsync
Outputdifferent
Risk list, Mitigation plan, Assumption logCynefin Map, Domain-specific Actions, Sensemaking NotesExperiment results, Decision log, Learning summary
Tagsno overlap
RiskDecisionFailurePlanning
ComplexitySensemakingDecision
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
Red Teaming method illustration showing its working structure
Decision Making
Red Teaming
Paper illustration for Smoke Test.
Product Discovery
Smoke Test
Paper illustration for Argument Mapping
Decision Making
Argument Mapping