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| Criterion |  Product Discovery Smoke Test |  Growth A/B Testing |  UX Research First-click Testing |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
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. | When users immediately turn the wrong way on a screen or wireframe, first click testing checks initial orientation at high speed. The first click shows early whether expectation, labeling, and wayfinding fit together. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Low | High | Low | Medium |
Timedifferent | 1-5 Tage | 1-4 Wochen | 1-2 Tage | 45-60 min |
Participantsdifferent | Nutzertraffic | 1-6 | 10-30 | 2-8 |
Formatdifferent | Async | Async | Async | Workshop + async |
Outputdifferent | Interest Metrics, Conversion Signal, Learning Note | Experiment results, Decision log, Learning summary | Click Heatmap, Success Rate, Design Recommendations | Assumption map, Test backlog, Risk ranking |
Tags1 shared | ValidationExperimentsDemandGrowth | ExperimentsGrowthAnalyticsValidation | UXNavigationFindabilityValidation | AssumptionsRiskExperimentsValidation |