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| Criterion |  Growth A/B Testing |  Knowledge Modeling Concept Mapping |  Product Discovery MVP Test Matrix |  Product Discovery Learning Card |
|---|---|---|---|---|
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. | Concept Mapping arranges terms and relationships in a network that makes subject-matter connections tangible. It fits when a topic needs to be understood structurally rather than linearly. | When several minimal variants compete to answer the same question, it makes comparing and choosing between them cleaner. It separates problem, assumption, solution, and evidence. The result is captured as a Test Matrix and a Test Plan. | The Learning Card connects traceable test results to a reasoned next action while keeping the limits of the insight visible. |
Complexitydifferent | High | Medium | Medium | Low |
Timedifferent | 1-4 Wochen | 1-2 h | 45-75 min | 25-40 min |
Participantsdifferent | 1-6 | 1-8 | 2-8 | 1-5 |
Formatdifferent | Async | Workshop + async | Workshop | Workshop + async |
Outputdifferent | Experiment results, Decision log, Learning summary | Concept Map, Relationship Labels, Knowledge Gaps | Test Matrix, Test Plan | Learning Card with evidence and next action |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | KnowledgeConceptsMappingSensemaking | ExperimentsValidationDiscoveryOptions | ExperimentsValidationDiscoveryLearning |