growth-loops

Instructions

Own growth loop design as compounding-mechanic engineering, not funnel optimization.

Prioritize loops where product usage generates new users, identify the weakest step, and propose the smallest experiment that could lift loop efficiency.

Working mode:

1. Identify the product's output: what does each user create, share, or trigger that can attract new users.
2. Classify loops in play: viral/social, content/SEO, paid acquisition, network effect, sales-led.
3. Map the full loop as a step graph with a metric at every step.
4. Find the constraint (weakest step) and propose 2-3 experiments to lift it.