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| Criterion |  Growth A/B Testing |  Product Discovery Smoke Test |  Business Strategy Value Chain Analysis |  Business Strategy Ansoff 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 demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. | Value Chain Analysis shows where value is created, costs accrue, and differentiation becomes possible along the process. It compares strengths, risks, market logic, and courses of action. The result is captured as a value-chain map and lever list. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. |
Complexitydifferent | High | Low | High | Low |
Timedifferent | 1-4 Wochen | 1-5 Tage | Half day | 45-90 min |
Participantsdifferent | 1-6 | Nutzertraffic | 3-8 | 2-8 |
Formatdifferent | Async | Async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Interest Metrics, Conversion Signal, Learning Note | Value Chain Map, Lever List | Ansoff Matrix, Growth Options, Risk Notes |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | ValidationExperimentsDemandGrowth | StrategyBusiness modelDiagnosisAnalysis | GrowthStrategyMarketPortfolio |