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| Criterion |  Growth A/B Testing |  Product Discovery Smoke Test |  Business Strategy Business Model Stress Test |
|---|---|---|---|
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 demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. | A Business Model Stress Test checks how well a business model holds up under pressure and headwinds. It compares strengths, risks, market logic, and courses of action. The result is captured as a stress-test report and action plan per scenario. |
Complexitydifferent | High | Low | High |
Timedifferent | 1-4 Wochen | 1-5 Tage | Half day |
Participantsdifferent | 1-6 | Nutzertraffic | 3-8 |
Formatdifferent | Async | Async | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Interest Metrics, Conversion Signal, Learning Note | Stress Test Report, Action Plan per Scenario |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | ValidationExperimentsDemandGrowth | StrategyBusiness modelRiskDiagnosis |
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Methods with strong topical overlap with the current selection, not yet in the comparison.
