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| Criterion | ![]() Growth Pirate Metrics AARRR | ![]() Product Strategy Counter Metrics | ![]() Product Discovery Test Card | ![]() Product Discovery Fake Door Test |
|---|---|---|---|---|
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 a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions. | The Test Card turns a critical assumption into a testable claim and specifies in advance which result counts as success. | When demand is still unclear, it measures interest in a feature before it is built. It separates real behavior from polite agreement and deliberately keeps build effort small. |
Complexitydifferent | Medium | Low | Low | Medium |
Timedifferent | 1-2 h Setup, laufend | 30-60 min | 20-35 min | 1-5 Tage |
Participantsdifferent | 2-8 | 2-6 | 1-5 | Nutzertraffic |
Formatdifferent | Workshop + async | Workshop + async | Workshop + async | Async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Counter Metric List, Guardrail Definitions | Test Card with a pre-set threshold | Click Data, Interest Signal, Learning Decision |
Tags1 shared | GrowthMetricsExperiments | MetricsMeasurementStrategyExperiments | ExperimentsValidationDiscoveryHypothesis | ValidationExperimentsDemandDiscovery |



