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Criterion
Gap Analysis method illustration showing its working structure
Business Strategy
GAP Analysis
A/B Testing workspace showing the question, observations, and next decision.
Growth
A/B Testing
A paper-based illustration representing North Star Metric with its core stages and visible working result.
Growth
North Star Metric
Purposedifferent
GAP Analysis compares the current state with a target picture and makes the distance manageable. It becomes useful when, ahead of new initiatives, it must become clear which capabilities, processes, or resources are missing.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.When product teams track many metrics, the view of the actual customer outcome easily gets lost. A North Star Metric bundles growth, usage, and value contribution into one signal that makes the system's direction visible.
Complexitydifferent
MediumHighMedium
Timedifferent
1-3 h1-4 Wochen1-2 h
Participantsdifferent
2-81-63-8
Formatdifferent
Workshop + asyncAsyncWorkshop + async
Outputdifferent
Gap Matrix, Action Plan, Risk NotesExperiment results, Decision log, Learning summaryNorth Star metric, Input metric tree, Measurement cadence
Tagsno overlap
StrategyAnalysisPlanning
ExperimentsGrowthAnalyticsValidation
GrowthMetricsAlignmentRetention
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Methods with strong topical overlap with the current selection, not yet in the comparison.

Paper illustration of Counter Metrics with its method-specific working model.
Product Strategy
Counter Metrics
Paper illustration of KPI Tree with its method-specific working model.
Product Strategy
KPI Tree
A paper-based illustration representing Pirate Metrics (AARRR) with its core stages and visible working result.
Growth
Pirate Metrics AARRR
Paper illustration for Smoke Test.
Product Discovery
Smoke Test