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| Criterion |  Growth Pirate Metrics AARRR |  Product Discovery Riskiest Assumption Test |  Product Discovery Assumption Mapping |  Growth A/B Testing |
|---|---|---|---|---|
Purposedifferent | 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. | When an idea hinges on one critical unknown, it prioritizes testing that exact piece of uncertainty first. It separates problem, assumption, solution, and evidence. The result is captured as a prioritized list of assumptions, a test plan, and a result report. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | 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. |
Complexitydifferent | Medium | Medium | Medium | High |
Timedifferent | 1-2 h Setup, laufend | 1-2 Wochen pro Iteration | 45-60 min | 1-4 Wochen |
Participantsdifferent | 2-8 | 2-6 | 2-8 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Prioritized Assumption List, Test Plan, Results Report | Assumption map, Test backlog, Risk ranking | Experiment results, Decision log, Learning summary |
Tags1 shared | GrowthMetricsExperiments | ExperimentsValidationDiscoveryAssumptions | AssumptionsRiskExperimentsValidation | ExperimentsGrowthAnalyticsValidation |