growth-engine

Classify sticky, viral, or paid growth engines and output an optimization plan.

59|8|Updated Apr 19, 2026
One-click install
npx skills add https://github.com/ace3000chao/book2startup --skill growth-engine-ace3000chao
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: growth-engine
Source: https://github.com/ace3000chao/book2startup/tree/main/%E7%B2%BE%E7%9B%8A%E5%88%9B%E4%B8%9Askills/skills/006-growth-engine
Command: npx skills add https://github.com/ace3000chao/book2startup --skill growth-engine-ace3000chao

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

识别并优化增长引擎(黏着式/病毒式/付费式),帮助创业者建立可持续的增长飞轮。当项目面临增长瓶颈、难以明确应优化的指标、或不确定如何实现规模化增长时可以使用。

Core Features & Use Cases

  • 引擎识别与诊断:明确增长的驱动来源和核心指标,区分黏着式、病毒式、付费式三种引擎。
  • 度量框架与场景应用:提供留存、CAC/LTV、病毒系数等关键指标的目标值及应用场景(SaaS、消费品、B2B工具等)。
  • 实际案例与执行路径:给出书中案例的简要要点和在你项目中的落地步骤。

Quick Start

告诉AI你的产品现状与数据,AI将识别增长引擎并给出初步的优化计划。

Frequently Asked Questions about growth-engine

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is a growth engine and how do I identify the right one for my SaaS or consumer app?

A growth engine is the core mechanism driving sustainable user expansion, classified into sticky, viral, or paid types. You can identify your engine by evaluating retention, virality, and CAC/LTV metrics to determine your primary growth driver.

How do I optimize startup growth metrics when facing a scaling bottleneck?

To optimize startup growth metrics during a scaling bottleneck, quantify your current engine's performance against target benchmarks for retention, CAC/LTV, and funnel conversion. This diagnostic process highlights friction points and generates a guided optimization plan.

When do I need to evaluate CAC and LTV metrics for my early-stage startup?

You need to evaluate CAC and LTV metrics when deciding if a paid growth engine is viable for your early-stage startup. Calculating these ratio targets helps determine if your acquisition costs support sustainable expansion and long-term profitability.

Can I use this framework to classify both B2B tools and consumer apps?

Yes, you can apply this framework to classify growth engines for both B2B tools and consumer apps. The engine identification process adapts metric targets like retention and viral coefficients to suit various application scenarios.

What is the best way to choose between sticky, viral, and paid growth engines?

The best way to choose between sticky, viral, and paid growth engines is by analyzing your existing product data. Comparing your retention curves, viral coefficients, and CAC/LTV ratios reveals which engine naturally aligns with your user behavior.

Why does my viral growth engine fail to sustain user acquisition over time?

A viral growth engine fails to sustain user acquisition when your viral coefficient drops below 1. This indicates existing users are no longer generating sufficient referrals, signaling a need to optimize referral loops or pivot to sticky retention strategies.