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| Criterion |  Product Discovery Smoke Test |  Growth A/B Testing |  Facilitation Dot Estimation |
|---|---|---|---|
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 size or effort can only be estimated roughly, Dot Estimation condenses the group's experience into a quick range. It turns individual contributions into a visible selection. The result is captured as an Effort Heatmap, Risk Signals, and Discussion Targets. |
Complexitydifferent | Low | High | Low |
Timedifferent | 1-5 Tage | 1-4 Wochen | 5-20 min |
Participantsdifferent | Nutzertraffic | 1-6 | 3-20 |
Formatdifferent | Async | Async | Workshop |
Outputdifferent | Interest Metrics, Conversion Signal, Learning Note | Experiment results, Decision log, Learning summary | Effort Heatmap, Risk Signals, Discussion Targets |
Tagsno overlap | ValidationExperimentsDemandGrowth | ExperimentsGrowthAnalyticsValidation | EstimationEffortRisk |
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