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Criterion
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
Paper illustration for ALPEN Method
Operations
ALPEN Method
A paper-based illustration representing Pirate Metrics (AARRR) with its core stages and visible working result.
Growth
Pirate Metrics AARRR
Purposedifferent
When two variants compete, discussions quickly decide by taste rather than effect. A/B Testing checks behavior under controlled conditions and separates real improvement from chance or expectation effects.With an overloaded day full of too many tasks, a realistic picture of the day emerges. The method connects estimating, deciding, and buffer thinking so planning fits available energy and time.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.
Complexitydifferent
HighLowMedium
Timedifferent
1-4 Wochen10-20 min daily1-2 h Setup, laufend
Participantsdifferent
1-612-8
Formatdifferent
AsyncAsyncWorkshop + async
Outputdifferent
Experiment results, Decision log, Learning summaryDaily Plan, Time Estimates, Review NotesAARRR funnel, Metric baseline, Experiment backlog
Tagsno overlap
ExperimentsGrowthAnalyticsValidation
PlanningTime managementProductivityOperations
GrowthMetricsExperiments
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Methods with strong topical overlap with the current selection, not yet in the comparison.

Paper illustration for Smoke Test.
Product Discovery
Smoke Test
Paper illustration of a calm four-quadrant Assumption Map with hypothesis cards and emphasis on important assumptions with little evidence.
Product Discovery
Assumption Mapping
Paper illustration of Counter Metrics with its method-specific working model.
Product Strategy
Counter Metrics
Paper illustration of Experiment Canvas with a method-specific labelled workspace.
Product Discovery
Experiment Canvas