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| Criterion |  Growth Pirate Metrics AARRR |  Growth Growth Experiment |  Growth Flywheel |  Product Strategy Counter Metrics |
|---|---|---|---|---|
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 growth ideas surface quickly, the temptation to build immediately instead of learning is high. A Growth Experiment frames an assumption so target group, lever, and measurement are clear before the first deployment. | Growth often breaks down where a reinforcing mechanism builds up too much friction. A Flywheel shows the cycle of value, repetition, and reinforcement meant to sustain growth. | 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. |
Complexitydifferent | Medium | Medium | Medium | Low |
Timedifferent | 1-2 h Setup, laufend | 1-2 Wochen | 60-120 min | 30-60 min |
Participantsdifferent | 2-8 | 1-6 | 3-8 | 2-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | AARRR funnel, Metric baseline, Experiment backlog | Experiment card, Result summary, Next bet | Flywheel Map, Friction Points, Growth Levers, Experiment Backlog | Counter Metric List, Guardrail Definitions |
Tagsno overlap | GrowthMetricsExperiments | MarketingGrowthExperimentsLearning | GrowthRetentionConversion | MetricsMeasurementStrategyExperiments |