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Criterion
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
Paper illustration of an IBIS map with issues, positions and arguments
Knowledge Modeling
IBIS
Paper illustration for Cynefin Workshop.
Decision Making
Cynefin Workshop
Purposedifferent
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.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.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.
Complexitydifferent
HighMediumMedium
Timedifferent
1-4 Wochen1-3 h60-180 min
Participantsdifferent
1-62-84-20
Formatdifferent
AsyncWorkshop + asyncWorkshop
Outputdifferent
Experiment results, Decision log, Learning summaryIssue Map, Positions, Argument NotesCynefin Map, Domain-specific Actions, Sensemaking Notes
Tagsno overlap
ExperimentsGrowthAnalyticsValidation
RationaleKnowledgeDecision
ComplexitySensemakingDecision
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Often compared together

Methods with strong topical overlap with the current selection, not yet in the comparison.

Paper illustration for Argument Mapping
Decision Making
Argument Mapping
Paper illustration for Smoke Test.
Product Discovery
Smoke Test
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 of a Concept Map with concepts and labelled links
Knowledge Modeling
Concept Mapping