Can I use this for viral factor calculations?

Absolutely. The skill provides formulas for calculating your Viral Factor (K-factor) and identifies specific levers to increase shares and conversion rates.

How does this skill help with user retention?

It provides a 10-signal health check and analyzes retention curve shapes to identify if your product has a 'leaky bucket' problem or a healthy plateau.

What are growth loops compared to funnels?

Unlike traditional funnels that have a linear start and end, growth loops are closed systems where the output of one cycle (like a new user) becomes the input for the next cycle, creating self-reinforcing growth.

Does it include specific strategies for AI products?

Yes, it includes specific frameworks for AI acquisition data pyramids and strategies to overcome the AI 'novelty effect' where initial excitement fades.

What frameworks is this skill based on?

The skill is built on industry-leading frameworks from Reforge and proven Web 2.0/mobile-era viral loop mechanics.

Growth Systems & Loop Design

Name: Growth Systems & Loop Design
Author: abhitsian

byabhitsian

0•

Marketing Automation

Designs high-impact growth loops, retention frameworks, and viral mechanics using industry-standard PM methodologies.

This skill equips Product Managers and developers with a comprehensive toolkit for building self-reinforcing growth engines. It provides automated frameworks for diagnosing retention issues, calculating viral factors, and designing acquisition loops based on Reforge models and Web 2.0 growth mechanics. Whether you are optimizing new user onboarding or building AI-specific retention strategies, this skill helps transform growth from a series of disconnected tactics into a repeatable, compounding system.

Key Features

01Multi-stage growth loop modeling for acquisition, engagement, and monetization

0210-point retention health signaling and cohort curve analysis

03AI-specific growth frameworks addressing novelty effects and value plateaus

040 GitHub stars

05Quantitative viral factor calculation and K-factor optimization levers

06Resurrection frameworks for systematic churned user recovery

Use Cases

01Developing habit-forming engagement loops for AI-driven and SaaS applications

02Architecting viral mechanics and referral loops for a new product launch

03Diagnosing a leaking funnel and designing frameworks to achieve a flat retention plateau

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add abhitsian/compound-pm-marketplace growth-systems

For use in Claude.ai and ChatGPT

Download Skill