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Criterion
Design sheets and interface cards connect to jointly written pseudocode with highlighted unresolved questions.
Architecture
ARID (Active Reviews for Intermediate Designs)
Paper illustration of Hooked Model with its method-specific working model.
Growth
Hooked Model
Funnel Analysis workspace showing the question, observations, and next decision.
Growth
Funnel Analysis
A paper-based illustration representing North Star Metric with its core stages and visible working result.
Growth
North Star Metric
Purposedifferent
ARID examines how well developers can work with a technical design. It focuses on a part of the system that can still be revised, between the architecture overview and the detailed specification.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.When many visitors or users drop off along the way, the reason behind the number often stays hidden. Funnel Analysis exposes these transitions and makes visible exactly where the path collapses.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.
Complexitysame
MediumMediumMediumMedium
Timedifferent
2–4 h review as a planning range; preparation and evaluation additionalMultiple workshops over several weeks1-3 h1-2 h
Participantsdifferent
Designers, developers as users, and facilitation2-81-53-8
Formatdifferent
Workshop + asyncWorkshop + asyncAsyncWorkshop + async
Outputdifferent
Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisionsHooked loop, Trigger map, Reward design, Ethics checkFunnel report, Drop-off analysis, Optimization hypothesesNorth Star metric, Input metric tree, Measurement cadence
Tagsno overlap
ArchitectureEngineeringFeedbackValidationTasks
GrowthBehaviorRetention
AnalyticsConversionGrowth
GrowthMetricsAlignmentRetention
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