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| Criterion |  Decision Making Assumption Surfacing |  Growth A/B Testing |
|---|---|---|
Purposedifferent | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | 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 | Low | High |
Timedifferent | 45-90 min | 1-4 Wochen |
Participantsdifferent | 2-8 | 1-6 |
Formatdifferent | Workshop + async | Async |
Outputdifferent | Assumption List, Critical Assumptions, Learning Plan | Experiment results, Decision log, Learning summary |
Tagsno overlap | AssumptionsRiskDecisionDiscovery | ExperimentsGrowthAnalyticsValidation |
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Methods with strong topical overlap with the current selection, not yet in the comparison.
