View methods side by side.
Choose up to four methods. Add them using the search and share the comparison by copying its link.
| Criterion |  Product Discovery Assumption Mapping |  Agile 4Ls Retrospective |  Growth A/B Testing |
|---|---|---|---|
Purposedifferent | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. | When a sprint should not only be assessed but also learned from, it captures experience in clear learning categories. It records what worked, what's missing, and what should run differently next time. | 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. |
Complexitydifferent | Medium | Low | High |
Timedifferent | 45-60 min | 45–75 min | 1-4 Wochen |
Participantsdifferent | 2-8 | Team members involved | 1-6 |
Formatdifferent | Workshop + async | Workshop | Async |
Outputdifferent | Assumption map, Test backlog, Risk ranking | 4Ls Board, Learning Themes, Improvement Actions | Experiment results, Decision log, Learning summary |
Tagsno overlap | AssumptionsRiskExperimentsValidation | RetrospectiveLearningReflectionTeam | ExperimentsGrowthAnalyticsValidation |
Often compared together
Methods with strong topical overlap with the current selection, not yet in the comparison.
