Growth
The Compounding Engine: Building Growth Loops That Scale
By
James Mercer

The Anatomy of a Growth Loop
Most teams treat acquisition as a funnel: pour money in the top, measure conversions at the bottom, repeat. The problem is that funnels are linear — they only pay back what you put in. A growth loop is different. It is a closed system where the output of one cycle becomes the input of the next, so every new user actively contributes to acquiring the following one.
Think of referral programs, user-generated content, or network effects. Each creates a self-reinforcing motion that compounds over time rather than decaying the moment you stop spending. The earlier you design for loops, the more leverage every later dollar carries.
Designing for Compounding
Start by mapping a single complete cycle: what action a new user takes, what output it produces, and how that output reaches the next potential user. Then obsess over the loop’s cycle time and conversion at each step. Small improvements to a loop’s coefficient have outsized effects because they multiply on every turn — that is the quiet math behind durable, defensible growth.