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| Criterion |  Growth A/B Testing |  Facilitation Dot Voting |  Product Discovery Smoke Test |  Facilitation Consensus Workshop |
|---|---|---|---|---|
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 a workshop has produced too many options and the group needs to condense quickly, dot voting makes preferences visible in a short time. It bundles individual votes into a solid signal for the next selection. | 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 a group needs a solid decision without outvoting individual factions, a Consensus Workshop creates a negotiable common ground. It makes agreement, reservations, and open tensions discussable at the same time. |
Complexitydifferent | High | Low | Low | Medium |
Timedifferent | 1-4 Wochen | 5-15 min | 1-5 Tage | 1-3 h |
Participantsdifferent | 1-6 | 3-20 | Nutzertraffic | 5-30 |
Formatdifferent | Async | Workshop | Async | Workshop |
Outputdifferent | Experiment results, Decision log, Learning summary | Ranked list, Consensus signal, Shortlist | Interest Metrics, Conversion Signal, Learning Note | Consensus Clusters, Theme Titles, Priority Areas |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | FacilitationVotingConsensusPrioritization | ValidationExperimentsDemandGrowth | FacilitationConsensusWorkshopAlignment |