Growth
104 frameworks in growth
60% Retention Rule
Free consumer products need 60% week-one retention that flattens—anything less signals weak PMF
Absolute Numbers Over Conversion Rates
Measure total people reaching a goal, not conversion rates—rates can be gamed by constraining earlier funnel stages
Adjacent User Theory
Grow by understanding and enabling users just outside your current base
AEO Experiment Design
Test/control methodology for validating AEO tactics before scaling
Answer Engine Optimization (AEO)
Optimize your product to show up in LLM answers, not just search results
Atomic Unit of Sharing
Products with shareable artifacts drive organic community growth
Audience Moat (Human Data)
The only moat in human data is access to an audience
Be Someone's Favorite
Create content that resonates deeply with a subset rather than being mediocre for everyone
Beachhead Segment Selection
Choose a target segment that's big enough to matter, small enough to lead, and a good fit with your crown jewels
Bottom-Up GTM Motion
Get ICs to love your product, then enable them to spread it within their organizations
Building in Public
Use continuous shipping and employee/founder socials to create noise that drives growth
Citation Optimization Strategy
Get mentioned across multiple sources to become the LLM's top recommendation
Cohort GMV Value
Measure success by total value from a cohort over years, not retention or per-user metrics
Collison Install
Don't leave after the sale—stay until the customer has actually implemented your product
Community Commandments
Guidelines for building and nurturing healthy communities
Community Type Matrix
Choose the right community format based on PMF status and customer type
Compelling Reason to Buy
Focus on the customer's urgent pain, not your product's features—they need therapy, not a demo
Compounding Growth Loops
Layer multiple growth engines that reinforce each other for exponential results
Creator Success Principles
Consistency, collaboration, and curator relationships drive creator success
Crossing the Chasm
The gap between early adopters and mainstream customers where most technology companies die
Customer-Led Growth (CLG)
Grow by understanding, mapping, and measuring the value journey of your best customers
Dam the Demand
Compete category-to-category by redirecting existing demand, not fighting brand-to-brand
Demand is the Currency
The marketplace that aggregates demand wins—supply will always follow customers
Depth-First PLG
Find product-market fit by going narrow and deep before expanding wide
Discovery Over Awareness
Optimize for intent-driven discovery, not passive awareness
Distribution Platform Cycle
New distribution platforms follow a predictable four-step cycle from competition to closure
Dual-Sided ROI Models
Build ROI equations that account for acquiring both sides of a marketplace simultaneously
Early User Experience Focus
Inflect retention by improving the first experience, not by re-engaging churned users
Earned vs Owned Channels
Prioritize channels you own (virality, UGC) over rented channels (SEO, paid) that competitors can buy into
Emerging Channels Framework
A three-ingredient assessment for deciding when and how to invest in new acquisition channels
Engagement Loops
Customers return to products through only three mechanisms: synthetic notifications, organic notifications, or positioning.
Escape Velocity Strategy
Get distribution before the incumbent can copy you
Explore and Exploit for Growth
Oscillate between finding winning insights and expanding them across your product
Fish to Pond Ratio
Be a big fish in a small pond—your segment must be small enough for you to achieve market leadership
Focus on the Hard Side
Pre-PMF, identify and crack the hardest side of your marketplace while hacking the other
Forget the Funnel
Traditional funnels put businesses at the center—put customers at the center instead
Founder-Led Growth
Growth must be founder-driven until you have PMF and sufficient data to experiment on
Four Go-to-Market Playbooks
Different stages of market adoption require fundamentally different go-to-market strategies—using the wrong one will slow you down
Freemium Value Sampling
Show free users a taste of premium features interspersed with free ones to demonstrate full product value
Fuel and Engine Framework
Marketing needs both fuel (content) and an engine (distribution)—diagnose which you lack
Future-Proof Attribution Setup
Design attribution data collection from day one to enable any measurement model later
Gamification Three Pillars
Structure engagement through core loop, metagame, and profile—the three essential layers of habit formation
Gardener Marketplace Management
Run marketplaces with a light touch like a gardener, not like a construction worker building SaaS
Generalists to Experts Shift
As models improve, the value shifts from generalist labor to domain experts who can break the models
Give Value Before You Extract Value
Provide meaningful free value before asking customers for anything in return
Growth Competency Model
A framework for hiring, evaluating, and developing growth talent across four core competency areas
Growth is a Game of Inches
Small wins compound—1% improvements each week add up to massive growth
Growth Loop Model
Map qualitative and quantitative growth loops to guide strategic focus and investment decisions
Growth Model Building
Build a spreadsheet model of how your business grows to understand which levers matter most
Growth Model Evolution (18-Month Rule)
Layer new growth models every 18 months to sustain growth as existing loops spin out
Head vs Tail Strategy (AEO)
Different strategies for competitive head terms versus expansive long-tail questions
Internal Champions
Users who stake their social capital to spread your product within their organizations
Job Prioritization Criteria
Choose which customer job to focus on based on urgency, willingness to pay, go-to-market fit, and unfair advantages
Kindle vs Fire Strategies
Separate non-scalable hacks from scalable growth loops—kindle only exists to unlock fire
Lasers, Flash Bulbs, and Chandeliers
Match your marketing channel to your objective—lasers for precision, chandeliers for broad awareness
Lazy, Vain, and Selfish (LVS)
Design for users who are time-poor, habit-attached, and self-interested
Long-Term Holdout Experiments
Monitor experiments at 3, 6, 9, and 12 months to see true impact—30-40% of 'wins' show no long-term lift
Marginal User Focus
Find the user on the cusp of converting and design for their specific barriers
Market Health Metric
The leading indicator that predicts liquidity and enables teams to act
Marketplace Commission Evolution
Newer marketplaces charge higher commissions by doing more work in the value chain
Marketplace Expansion Adjacency
Expand marketplaces based on model adjacency and network effect accentuation, not TAM
Marketplace Fragmentation Requirement
Marketplaces need fragmented supply and demand—concentrated markets don't need platforms
Marketplace Liquidity
The measure of how efficiently your marketplace connects buyers and sellers
Marketplace Validity Signals
Three signs that a marketplace model is right for your idea
Marquee Customer Strategy
Win a lighthouse customer that puts you on the map before attempting to cross the chasm
MarTech Golden Stack
Recommended tool combinations for B2C and B2B companies at different stages
Microapps Strategy
Use standalone mini-tools to drive top-of-funnel awareness and lead generation
Milestone-Based KPIs
Measure success at each customer value moment, not just at conversions
Modular PLG Approach
Apply product-led growth selectively based on where conditions favor self-service
Monetary Friction Reduction
Lower financial barriers to causally change users' ability to succeed, unlocking potential winners who would otherwise give up
Opinionated Defaults
Make it hard to do the wrong thing and easy to do the right thing—without eliminating choice
Organic Growth Threshold
40-50% of new customers should come from organic channels; if 90% come from paid, the music will stop
Physics of Growth
Understand your market, product, model, and channel constraints before optimizing
Platform Betting Strategy
Evaluate emerging platforms using retention, user quality, value exchange, and scale
PLG Bundling Anti-Pattern
Bundling slows product-led growth land motion—land with one product, expand with bundles
PLG Definition
Product-led growth means your product's job is to grow revenue, with humans as backstop
Positivity After Failure
When users fail, show them their brilliance instead of their mistakes
Pre vs Post Measurement
When you can't get sample size in a month, ship and compare before/after instead of A/B testing
Product Giveaway as Marketing
Give away your product liberally to evangelists who will do your marketing for you
Product-Driven Revenue
Track revenue where meaningful product activity preceded any sales contact
Product-Led SEO
SEO is a product problem, not a marketing problem—build for the search user's journey
Programmatic vs Editorial SEO
Choose programmatic SEO for scale and user utility; editorial SEO for depth and thought leadership
Quality-Volume-Speed Triangle
Model builders care about three things in order: quality first, volume at scale, then speed
Remarkability Principle
Great products must be better along dimensions that matter so much that people can't help but talk about them
Reverse Gravity in Software
Markets pull every software company upmarket over time—the case for staying focused on SMB
Screenshot Tracking for Virality
Find organic viral moments by tracking where users screenshot, then amplify those moments
SEO Journey Validation
Validate whether SEO makes sense for your business before investing—most SaaS shouldn't do SEO
Share of Wallet
Measure relationship depth by tracking what percentage of customer spend you capture versus alternatives
Single Player Mode
Jumpstart one side of your marketplace by tapping existing channels while building the other
Super Consumers
The 8-10% of buyers who drive most profits and set the category's zeitgeist
Supply Wall Management (Smoke Machine Problem)
Don't let user preferences fragment your marketplace—use ranking instead of filtering
Supply-First Marketplace Strategy
Start with supply; you can't have a business without inventory on the shelves
Supply-Led Onboarding (Mentor/Ambassador Model)
Use your best supply to onboard, train, and recruit new supply
TAM-Based SEO Forecasting
Forecast SEO opportunity top-down from market size, not bottom-up from keyword tools
Team-Based Activation
Define activation around teams forming habits, not individual user actions
Technology Adoption Lifecycle
Five customer segments adopt new technologies at predictably different rates—each requires different go-to-market approaches
Ten Growth Tactics That Never Work
A comprehensive anti-pattern list of growth tactics that consistently fail despite their popularity
Three Engines of Growth
Sustainable growth comes from one of three engines: viral, sticky, or paid—each with its own feedback loop.
Top-of-Funnel vs Mid-Funnel SEO
AI is eating top-of-funnel search—the SEO opportunity is now in the mid-funnel where intent exists
Trapped Value Release
Find value locked in the world that your technology can unlock—the market will reward you with a portion of the gain
Unbundling Thesis Critique
Most unbundling attempts fail because better UX can't overcome scale economics
Virality-Based Prioritization
Look for user demand by tracking what goes viral—if people share it, there's something valuable at the core
Wow Moment (vs Aha Moment)
For AI products, optimize for wow moments that create immediate magic, not just understanding
Zero CAC Through Trust
Eliminate customer acquisition costs by leveraging existing audience trust and brand affinity