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| Criterion |  Product Strategy Impact Mapping |  Growth A/B Testing |  Growth Pirate Metrics AARRR |
|---|---|---|---|
Purposedifferent | When a goal needs to be connected to several possible paths, it shows chains of impact instead of feature lists. It connects business goal, behavior change, and measures. | 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. | For products with complex usage paths, overall growth alone is too coarse to reveal bottlenecks. Pirate Metrics breaks the relationship with the product into consecutive stages and shows where the funnel actually leaks. |
Complexitydifferent | Medium | High | Medium |
Timedifferent | 45-90 min | 1-4 Wochen | 1-2 h Setup, laufend |
Participantsdifferent | 3-8 | 1-6 | 2-8 |
Formatdifferent | Workshop | Async | Workshop + async |
Outputdifferent | Impact Map, Outcome Hypotheses, Delivery Options | Experiment results, Decision log, Learning summary | AARRR funnel, Metric baseline, Experiment backlog |
Tagsno overlap | OutcomesStrategyBehaviorPlanning | ExperimentsGrowthAnalyticsValidation | GrowthMetricsExperiments |
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