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| Criterion |  Growth Pirate Metrics AARRR |  Product Discovery Smoke Test |  Growth North Star Metric |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
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 demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. | When product teams track many metrics, the view of the actual customer outcome easily gets lost. A North Star Metric bundles growth, usage, and value contribution into one signal that makes the system's direction visible. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Medium | Low | Medium | Medium |
Timedifferent | 1-2 h Setup, laufend | 1-5 Tage | 1-2 h | 45-60 min |
Participantsdifferent | 2-8 | Nutzertraffic | 3-8 | 2-8 |
Formatdifferent | Workshop + async | Async | Workshop + async | Workshop + async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Interest Metrics, Conversion Signal, Learning Note | North Star metric, Input metric tree, Measurement cadence | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | GrowthMetricsExperiments | ValidationExperimentsDemandGrowth | GrowthMetricsAlignmentRetention | AssumptionsRiskExperimentsValidation |