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| Criterion |  Growth Pirate Metrics AARRR |  Product Discovery Test Card |  Product Discovery Riskiest Assumption Test |  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. | The Test Card turns a critical assumption into a testable claim and specifies in advance which result counts as success. | 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 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 | Low | Medium | High |
Timedifferent | 1-2 h Setup, laufend | 20-35 min | 1-2 Wochen pro Iteration | 1-4 Wochen |
Participantsdifferent | 2-8 | 1-5 | 2-6 | 1-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Test Card with a pre-set threshold | Prioritized Assumption List, Test Plan, Results Report | Experiment results, Decision log, Learning summary |
Tags1 shared | GrowthMetricsExperiments | ExperimentsValidationDiscoveryHypothesis | ExperimentsValidationDiscoveryAssumptions | ExperimentsGrowthAnalyticsValidation |