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| Criterion |  Growth Growth Experiment |  Growth Pirate Metrics AARRR |  Business Strategy SWOT Analysis |  Product Strategy Counter Metrics |
|---|---|---|---|---|
Purposedifferent | 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. | 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. | SWOT Analysis arranges strengths, weaknesses, opportunities, and threats into a compact picture of the situation. It keeps internal capabilities and external influences separate before strategic options emerge from them. | 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 | Low | Low |
Timedifferent | 1-2 Wochen | 1-2 h Setup, laufend | 30-60 min | 30-60 min |
Participantsdifferent | 1-6 | 2-8 | 3-12 | 2-6 |
Formatdifferent | Workshop + async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Experiment card, Result summary, Next bet | AARRR funnel, Metric baseline, Experiment backlog | SWOT matrix, Strategic options, Action list | Counter Metric List, Guardrail Definitions |
Tagsno overlap | MarketingGrowthExperimentsLearning | GrowthMetricsExperiments | StrategyAnalysisMarketPositioning | MetricsMeasurementStrategyExperiments |