Understand the market shape.
Search behavior, category expectations, competitor patterns, reviews, and customer language help define what should be built.
Product intelligence · Growth
Growth is part of the product system.
Positioning, distribution, experimentation, and retention are more useful when they share evidence with product research, engineering, and the roadmap.
Market signal→Product decision→Release→Measured learning↺
The learning loop
Commercial thinking starts before launch.
Change one meaningful thing.
Positioning, onboarding, activation, monetization, and distribution decisions need a hypothesis and a measurable outcome.
Put the learning back into product.
Results should change the roadmap, not remain isolated in a marketing report.
What the system protects
Attention is not the same as product value.
Growth work must preserve product trust. The aim is not maximum activity; it is clearer positioning, better decisions, and learning connected to real outcomes.
ResearchUse external signal without confusing popularity with product fit
PositioningState the product truth in language the right audience recognizes
ExperimentationDefine the hypothesis and decision before reading the result
LearningFeed outcomes back into product and operations
Connect product and growth