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| Criterion |  Product Discovery Smoke Test |  Growth A/B Testing |  Decision Making Force Field Analysis |  Business Strategy Ansoff Matrix |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | In change initiatives, supporting and restraining forces sit at the table at the same time. Force Field Analysis makes these tensions explicit and shows where change can be pushed forward by strengthening or relieving. | The Ansoff Matrix organizes growth options by market and product relation. It helps weigh expansion, diversification, and adaptation cleanly against each other. |
Complexitydifferent | Low | High | Low | Low |
Timedifferent | 1-5 Tage | 1-4 Wochen | 45-90 min | 45-90 min |
Participantsdifferent | Nutzertraffic | 1-6 | 3-12 | 2-8 |
Formatdifferent | Async | Async | Workshop | Workshop + async |
Outputdifferent | Interest Metrics, Conversion Signal, Learning Note | Experiment results, Decision log, Learning summary | Force Field Map, Change Levers, Risk Notes | Ansoff Matrix, Growth Options, Risk Notes |
Tagsno overlap | ValidationExperimentsDemandGrowth | ExperimentsGrowthAnalyticsValidation | ChangeDecisionStrategy | GrowthStrategyMarketPortfolio |