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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 for Flywheel.
Growth
Flywheel
Paper illustration of Counter Metrics with its method-specific working model.
Product Strategy
Counter Metrics
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.Growth often breaks down where a reinforcing mechanism builds up too much friction. A Flywheel shows the cycle of value, repetition, and reinforcement meant to sustain growth.When a headline metric could mask side effects, it adds guardrail signals against unwanted outcomes. It connects customer value, product logic, and decision priorities. The result is captured as a counter-metric list and guardrail definitions.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.
Complexitydifferent
MediumMediumLowMedium
Timedifferent
2–4 h review as a planning range; preparation and evaluation additional60-120 min30-60 min1-2 h
Participantsdifferent
Designers, developers as users, and facilitation3-82-63-8
Formatdifferent
Workshop + asyncWorkshopWorkshop + asyncWorkshop + async
Outputdifferent
Prioritized development tasks, Jointly produced code or pseudocode, Observed difficulties and open design questions, Proposed design revisionsFlywheel Map, Friction Points, Growth Levers, Experiment BacklogCounter Metric List, Guardrail DefinitionsNorth Star metric, Input metric tree, Measurement cadence
Tagsno overlap
ArchitectureEngineeringFeedbackValidationTasks
GrowthRetentionConversion
MetricsMeasurementStrategyExperiments
GrowthMetricsAlignmentRetention
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