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| Criterion |  Operations Accountability Ladder |  Growth A/B Testing |  Facilitation Expectation Mapping |  Product Discovery Smoke Test |
|---|---|---|---|---|
Purposedifferent | With defensive reactions to problems, the method shifts the view from justification to ownership. It makes visible which reaction stage a person or team is currently stuck on. | 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 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 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 | 20-45 min | 1-4 Wochen | 45-90 min | 1-5 Tage |
Participantsdifferent | 1-8 | 1-6 | 3-12 | Nutzertraffic |
Formatdifferent | Workshop + async | Async | Workshop | Async |
Outputdifferent | Ownership Reflection, Action Commitment, Coaching Notes | Experiment results, Decision log, Learning summary | Expectation Map, Alignment Notes, Agreements | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | ResponsibilityLeadershipTeam | ExperimentsGrowthAnalyticsValidation | AlignmentStakeholdersTeam | ValidationExperimentsDemandGrowth |