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| Criterion |  Growth Funnel Analysis |  Growth A/B Testing |  Product Strategy OKRs |  Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses. | 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 strategic direction needs to become measurable, it connects ambition with checkable results. It makes goals connectable to focus and review. | 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 | Medium | High | Medium | Low |
Timedifferent | 1-3 h | 1-4 Wochen | 1-2 h Setup | 1-5 Tage |
Participantsdifferent | 1-5 | 1-6 | 2-20 | Nutzertraffic |
Formatdifferent | Async | Async | Workshop + async | Async |
Outputdifferent | Funnel report, Drop-off analysis, Optimization hypotheses | Experiment results, Decision log, Learning summary | OKR set, Measurement plan, Review cadence | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | AnalyticsConversionGrowth | ExperimentsGrowthAnalyticsValidation | GoalsAlignmentOutcomesMeasurement | ValidationExperimentsDemandGrowth |