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Criterion
Paper illustration of an IBIS map with issues, positions and arguments
Knowledge Modeling
IBIS
A hypothetical failure makes concrete risks, signals, and fitting mitigations visible.
Decision Making
Pre-Mortem
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
Purposedifferent
IBIS structures thinking about complex questions as a sequence of issues, ideas, and arguments. The method keeps discussions open without forcing them into premature consensus.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 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
MediumLowHigh
Timedifferent
1-3 h20–45 min1-4 Wochen
Participantsdifferent
2-8Small cross-functional group1-6
Formatdifferent
Workshop + asyncWorkshopAsync
Outputdifferent
Issue Map, Positions, Argument NotesRisk list, Mitigation plan, Assumption logExperiment results, Decision log, Learning summary
Tagsno overlap
RationaleKnowledgeDecision
RiskDecisionFailurePlanning
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 for Argument Mapping
Decision Making
Argument Mapping
Paper illustration of an assumption matrix with prioritized test cards
Decision Making
Assumption Surfacing