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| Criterion |  Growth A/B Testing |  Decision Making Cynefin Workshop |  Product Discovery MVP Test Matrix |
|---|---|---|---|
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. | 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 several minimal variants compete to answer the same question, it makes comparing and choosing between them cleaner. It separates problem, assumption, solution, and evidence. The result is captured as a Test Matrix and a Test Plan. |
Complexitydifferent | High | Medium | Medium |
Timedifferent | 1-4 Wochen | 60-180 min | 45-75 min |
Participantsdifferent | 1-6 | 4-20 | 2-8 |
Formatdifferent | Async | Workshop | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Cynefin Map, Domain-specific Actions, Sensemaking Notes | Test Matrix, Test Plan |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | ComplexitySensemakingDecision | ExperimentsValidationDiscoveryOptions |
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