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| Criterion | ![]() Growth Pirate Metrics AARRR | ![]() Product Discovery Assumption Mapping | ![]() Product Discovery Learning Card | ![]() Product Discovery Experiment Canvas |
|---|---|---|---|---|
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 assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. | When experiments become unreadable after the fact, it arranges hypothesis, signal, and learning goal on a single canvas. It separates problem, assumption, solution, and evidence. The result is captured as a Completed Experiment Canvas and a Success Metric. |
Complexitydifferent | Medium | Medium | Low | Low |
Timedifferent | 1-2 h Setup, laufend | 45-60 min | 25-40 min | 30-60 min |
Participantsdifferent | 2-8 | 2-8 | 1-5 | 1-5 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Assumption map, Test backlog, Risk ranking | Learning Card with evidence and next action | Completed Experiment Canvas, Success Metric |
Tags1 shared | GrowthMetricsExperiments | AssumptionsRiskExperimentsValidation | ExperimentsValidationDiscoveryLearning | ExperimentsValidationDiscoveryHypothesis |



