View methods side by side.
Choose up to four methods. Add them using the search and share the comparison by copying its link.
| Criterion | ![]() Growth A/B Testing | ![]() Business Strategy McKinsey 7S | ![]() Product Discovery Smoke Test |
|---|---|---|---|
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. | McKinsey 7S checks whether Strategy, Structure, Systems, Shared Values, Skills, Style, and Staff fit together. Organizational misalignments become visible across multiple levers as a result. | When demand only needs to be roughly verified, it tests interest with minimal effort. It measures whether people would take a next step at all. |
Complexitydifferent | High | Medium | Low |
Timedifferent | 1-4 Wochen | 2-4 h | 1-5 Tage |
Participantsdifferent | 1-6 | 3-12 | Nutzertraffic |
Formatdifferent | Async | Workshop | Async |
Outputdifferent | Experiment results, Decision log, Learning summary | 7S Assessment, Alignment Gaps, Change Actions | Interest Metrics, Conversion Signal, Learning Note |
Tagsno overlap | ExperimentsGrowthAnalyticsValidation | OrganizationStrategyAlignmentChange | ValidationExperimentsDemandGrowth |
Often compared together
Methods with strong topical overlap with the current selection, not yet in the comparison.






