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| Criterion |  Growth Hooked Model |  Decision Making Assumption Surfacing |  Decision Making RAPID |  Product Discovery Assumption Mapping |
|---|---|---|---|---|
Purposedifferent | The Hooked Model helps clarify engagement loops, user behavior, and experiments. It makes repeat behavior measurable and captures the result as a hooked loop, trigger map, and reward design. | Plans often contain assumptions that were never openly stated and remain dangerous precisely because of that. Assumption Surfacing makes these silent premises visible and prioritizes which of them carry the initiative or could sink it. | In complex management decisions, clarity is often missing about who recommends, who agrees, and who makes the decision. RAPID creates this assignment and stabilizes decisions across several levels. | When assumptions still sit unordered in the room, it weighs uncertainty against leverage. It makes visible which hypotheses should be checked first. |
Complexitydifferent | Medium | Low | Medium | Medium |
Timedifferent | Multiple workshops over several weeks | 45-90 min | 45-90 min | 45-60 min |
Participantsdifferent | 2-8 | 2-8 | 3-12 | 2-8 |
Formatsame | Workshop + async | Workshop + async | Workshop + async | Workshop + async |
Outputdifferent | Hooked loop, Trigger map, Reward design, Ethics check | Assumption List, Critical Assumptions, Learning Plan | RAPID Role Map, Recommendation, Decision Log | Assumption map, Test backlog, Risk ranking |
Tagsno overlap | GrowthBehaviorRetention | AssumptionsRiskDecisionDiscovery | DecisionRolesGovernance | AssumptionsRiskExperimentsValidation |