Systems Lab

Agent skill

growth-strategy

Growth strategy for product-led and loop-driven growth systems.

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From manojbajaj95/claude-gtm-plugin · 51 skills · 92 · pushed 2026-05-18

What it does when it runs

Growth strategy for product-led and loop-driven growth systems. Use when building growth strategy, designing growth loops, planning acquisition channels, evaluating network effects, deciding when to scale, or coordinating product, engineering, data, and marketing around growth. For SEO audits use seo-and-aeo-strategy; for page/form CRO use conversion-rate-optimization; for A/B test design use ab-test-setup.

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Reproduced in full from manojbajaj95/claude-gtm-plugin/blob/3c308fa4f7879d13d3d3df394247eabf6d26b684/skills/growth-strategy/SKILL.md, which is licensed MIT (repository). 1,238 words, 39 headings.

Growth Strategy

Workspace Context

Read bootstrap context before asking questions: strategy/brand.md for brand, audience, offer, channels, tools, constraints, and metrics; about/me.md for personal voice; content/ideas.md and content/calendar.md for content planning. Use legacy product-marketing context files only as fallback. Save generated drafts to content/<platform>/drafts/YYYY-MM-DD_short-topic-slug.md, and route durable learnings back to strategy/brand.md, about/me.md, or content/ideas.md.

Operating Contract

This skill is self-contained for its frontmatter scope: use its local instructions, references, scripts, and assets as the playbook; ask only for missing task-specific inputs; hand off to adjacent skills instead of expanding scope; and return an actionable artifact, decision, plan, draft, or diagnostic.

Growth strategy for compounding growth systems. Use this skill for growth loops, distribution bets, network effects, PLG strategy, and scaling decisions. Route tactical SEO, page/form CRO, and experiment design to the specialist skills.

Quick Reference

SituationUse This Skill For
SEO, page CRO, or experiment executionRoute to specialist skills
Building growth enginesGrowth Loops Framework
Strategic growth planningStrategy & Frameworks
Distribution strategyChannel & Platform Strategy
Network effectsProduct-Led Growth

Part 1: Core Principles

Foundational Truths

  • Growth follows product-market fit, never precedes it
  • Retention is the foundation; acquisition without retention is a leaky bucket
  • The best growth is product-driven, not marketing-driven
  • Compound effects beat linear efforts
  • Every growth channel eventually saturates
  • Network effects are the ultimate moat
  • Premature growth destroys companies

Growth Is Not Marketing

Growth is the systematic application of product, engineering, and data to create compounding user acquisition, activation, and retention. It's a mindset, not a department.


Part 2: Growth Loops Framework

Why Loops, Not Funnels

Funnels: Linear. Pour effort in, get results out, start over. Loops: Each cycle generates fuel for the next cycle.

The key shift: Move from "How do we get more users?" to "How does each user we acquire generate more users?"

Loop Types

Loop TypeDescription
Content LoopsUsers create content → attracts more users → more content
Viral LoopsUsers invite others → exponential spread
Sales LoopsCustomers generate revenue → fund more acquisition

Critical Patterns

PatternInsight
Funnels vs LoopsFunnels are linear; loops compound
Paid ≠ LoopPaid acquisition doesn't compound — it's buying users
Founder-Led FirstCan't outsource finding growth model
Product Must Own GrowthCan't be marketing-only function
One Primary LoopOthers supplement but won't save you
Earned Over PaidInvest 80%+ in earned/owned channels

Platform Cycles

New platforms open, then close. Time your bets correctly:

  • Early: High reach, low competition
  • Mid: Reach peaks, competition grows
  • Late: High competition, diminishing returns

Part 3: SEO × SMO × CRO Framework

SEO Checklist

Page-Level

  • <title> — unique, 50-60 chars, primary keyword
  • <meta name="description"> — 150-160 chars
  • <link rel="canonical"> — self-referencing
  • Single <h1> with primary keyword
  • Primary keyword in first 100 words
  • Descriptive alt text on all images
  • Internal links to related pages

Site-Level

  • robots.txt not blocking important resources
  • sitemap.xml up to date
  • HTTPS everywhere; mobile-friendly
  • Core Web Vitals passing (LCP < 2.5s, CLS < 0.1, INP < 200ms)

OGP / Twitter Cards

<meta property="og:type" content="website">
<meta property="og:title" content="Page Title">
<meta property="og:description" content="Description">
<meta property="og:image" content="https://example.com/og-image.png">
<meta property="twitter:card" content="summary_large_image">

CRO Core

PillarGoalKey Metrics
SEOBe foundOrganic traffic, rankings
SMOBe sharedSocial CTR, shares
CROConvertSignup rate, completion

Part 4: Growth Models

The LTV Equation

LTV = (Average Revenue Per Customer × Average Customer Lifespan) - CAC

Unit Economics

  • LTV:CAC ratio: 3:1 minimum for sustainable growth
  • Payback period: < 12 months preferred
  • CAC: Cost to acquire a customer
  • ARPU: Average revenue per user

AARRR Framework

MetricDefinition
AcquisitionUsers come from
ActivationFirst meaningful use
RetentionUsers come back
ReferralUsers invite others
RevenueUsers pay

Part 5: Network Effects

Types of Network Effects

TypeDescription
DirectMore users → more value (social networks)
IndirectMore users → more options → more value (marketplaces)
Two-sidedSupply and demand sides benefit (platforms)
DataMore data → better product → more users

Building Network Effects

  1. Cross-side presence: Ensure both sides of marketplace exist
  2. Liquidity thresholds: Hit critical mass in each segment
  3. Switching costs: Users invest in platform
  4. Platform stickiness: Integration with workflows

Part 6: Product-Led Growth (PLG)

PLG Core Principles

  • Product as the main driver of acquisition
  • Free trials and freemium models
  • In-product virality
  • Self-serve onboarding
  • Usage-based expansion

PLG Metrics

MetricTarget
Activation rate> 40%
Time to value< 5 minutes
Weekly active ratio> 20%
Expansion revenue> 20% of total

Part 7: Growth Experimentation

ICE Framework

FactorScore (1-10)
ImpactCould this double growth?
ConfidenceHow sure will this work?
EaseHow easy to implement?

Test Execution

  • Document hypothesis clearly
  • Define primary and guardrail metrics
  • Calculate required sample size
  • Wait for statistical significance (95%)
  • Run full business cycle (1-2 weeks minimum)

What NOT to Test

  • Button colors before understanding objections
  • Copying competitors blindly
  • Optimizing without funnel context

Part 8: Growth Team & Timing

When to Hire Growth

StageGrowth Focus
Pre-PMFFounder-led, iterate on product
Finding PMFFirst 100 customers, understand channels
Validated PMFFirst growth hire, build experiments
ScalingFull growth team, channel expansion

Growth Team Structure

  • Individual Contributor: Run experiments
  • Growth Manager: Prioritize and coordinate
  • Growth Lead: Strategy and team management

Part 9: Key Frameworks Summary

Andrew Chen's Wisdom

  • Marketplace dynamics
  • Network effects as moat
  • Platform distribution
  • Cold start problem

Brian Balfour's Frameworks

  • Growth loops methodology
  • Platform cycles
  • Paid ≠ loop insight

Casey Winters' Playbooks

  • Kindle before fire (non-scalable → scalable)
  • Product-led sales
  • PQA > PQL

Common Mistakes

  1. Premature scaling — Growth before PMF burns cash
  2. Acquisition without retention — Leaky bucket
  3. Chasing channels — Without understanding loops
  4. Vanity metrics — Focus on leading indicators
  5. One-hit wonders — Not building compounding systems

Related Skills

  • product-market-fit-analysis: For PMF assessment
  • conversion-rate-optimization: For CRO implementation
  • customer-success-and-retention: For retention strategy
  • ab-test-setup: For growth experiments

Files bundled with it

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Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

Need help setting it up?

This page tells you what growth-strategy does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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