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| Criterion | ![]() Business Strategy Business Model Stress Test | ![]() Growth A/B Testing | ![]() Business Strategy Ansoff Matrix | ![]() Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. | 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. |
Complexitydifferent | High | High | Low | Low |
Timedifferent | Half day | 1-4 Wochen | 45-90 min | 1-5 Tage |
Participantsdifferent | 3-8 | 1-6 | 2-8 | Nutzertraffic |
Formatdifferent | Workshop | Async | Workshop + async | Async |
Outputdifferent | Stress Test Report, Action Plan per Scenario | Experiment results, Decision log, Learning summary | Ansoff Matrix, Growth Options, Risk Notes | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | StrategyBusiness modelRiskDiagnosis | ExperimentsGrowthAnalyticsValidation | GrowthStrategyMarketPortfolio | ValidationExperimentsDemandGrowth |



