View methods side by side.
Choose up to four methods. Add them using the search and share the comparison by copying its link.
| Criterion |  Facilitation Expectation Mapping |  Growth A/B Testing |  Decision Making DACI |  Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | When roles, interfaces, or projects fail because of differing expectations, Expectation Mapping surfaces these differences. It shows what each side takes for granted and where the pictures diverge. | 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 cross-functional decisions, responsibilities quickly blur between approval, influence, and execution. DACI arranges these roles so decision pressure, contribution, and information stay cleanly separated. | 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 | Low | High | Low | Low |
Timedifferent | 45-90 min | 1-4 Wochen | 30-60 min | 1-5 Tage |
Participantsdifferent | 3-12 | 1-6 | 2-10 | Nutzertraffic |
Formatdifferent | Workshop | Async | Workshop + async | Async |
Outputdifferent | Expectation Map, Alignment Notes, Agreements | Experiment results, Decision log, Learning summary | DACI Matrix, Decision Owner, Decision Log | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | AlignmentStakeholdersTeam | ExperimentsGrowthAnalyticsValidation | DecisionRolesGovernanceAlignment | ValidationExperimentsDemandGrowth |