# Building a sustainable growth model Human Guide

## What This Is For
Help users transition from linear funnel thinking to a loop-based growth model that identifies and optimizes the core engines of their business. It gives the agent a clearer input/output frame for growth marketing: what context to ask for, what decisions to make, and what usable artifact to return.

Use this as a human-readable version of the Building a sustainable growth model agent skill. It is meant for marketers, operators, founders, and other non-coders who want the workflow without reading agent-specific implementation instructions.

## When To Use This
- Use this when you need a repeatable process for building a sustainable growth model.
- Use this when the task needs judgment, examples, constraints, or a clear output format rather than a one-off prompt.
- Use this when you want to hand an AI assistant enough context to produce a usable marketing artifact.

## When Not To Use This
- Do not use this when you only need a quick factual answer.
- Do not use this when the work depends on private data you cannot share with the assistant.
- Do not use this as a replacement for legal, compliance, financial, or medical review.

## What You Need Before Starting
- The goal or business outcome you want.
- The audience, customer segment, or market context.
- Any source material the assistant should respect, such as notes, briefs, examples, URLs, or brand guidance.
- Constraints such as tone, length, channel, deadline, region, or approval requirements.
- A clear definition of what a good final answer should look like.

## Step-By-Step Workflow
1. State the job clearly: "Use the Building a sustainable growth model guide to help me with..."
2. Add context: audience, goal, offer, channel, source material, and constraints.
3. Ask the assistant to identify missing inputs before producing the final output.
4. Have the assistant follow the skill-specific guidance below.
5. Review the result against the final checklist and ask for revisions where needed.

## Skill-Specific Guidance
- **Audit current mechanics** - Assist the user in identifying whether their current growth is driven by SEO, paid ads, sales, or virality based on product characteristics.
- **Visualize the model** - Guide the user to map out their growth as a system of interconnected, reinforcing loops rather than a one-way funnel.
- **Quantify the loops** - Help the user build a mathematical representation of their growth variables in a spreadsheet to stress-test their assumptions.
- **Identify constraints** - Analyze where growth is stalling by diagnosing failure points in the user journey from acquisition to retention.
- **Magical Growth Loops Taxonomy** (Magical growth loops) - A 4-type classification of growth loops where existing users recruit new users, each with active and passive sub-types. Used to brainstorm and identify latent g
- **30+ Company Growth Loop Examples** (Magical growth loops) - Comprehensive catalog of real companies and their specific magical growth loops, organized by loop type
- **Growth Loop Brainstorming Questions** (Magical growth loops) - Derived from the taxonomy — a set of questions to evaluate whether your product has a latent magical growth loop
- "What is the single core action a user takes that naturally leads to another user joining or an existing user returning?"
- "If you stopped all paid marketing tomorrow, which organic loops would continue to generate new users?"
- "Is your business model's primary advantage found in its margins, its search authority, or its viral coefficient?"
- "Can an end-user discover, use, and upgrade your product without any human intervention from your team?"
- "Which user cohort has the highest 'kinetic energy' and how are you converting that into product value for others?"

## Decision Points And Nuance
The original skill emphasizes: How to Help, Core Principles, Loops over funnels, Mathematical reconciliation, Prioritize volume via low barriers, Capture kinetic energy, Target high density networks, Layer motions strategically, Templates & Frameworks, Questions to Help Users.

Use these questions to steer the work:
- What is the intended audience or buyer?
- What source material must be preserved?
- What should the assistant optimize for: clarity, persuasion, accuracy, speed, creativity, or conversion?
- What examples represent the desired quality bar?
- What should the assistant avoid?

## Common Mistakes
- Avoid siloing growth; instead, layer different motions like product-led growth only after your primary sales or marketing motion is stable.
- Why love? There are too many podcasts. If people don't love yours, they move on. You need to break into people's podcast rotation, which means bumping another podcast off their list.
- 4.2 Offer templates — incorporate expertise users don't have
- Facebook: Exception—never needed a single-player mode due to unique circumstances
- Key insight: You don't need to solve different problems — solve the same problems in ways that draw in or add value for others.
- Consumer Subscription Business Type Classification (The most important consumer subscription metrics to track)
- Content subscriptions (e.g. Netflix, Spotify, Masterclass) — Most important: ongoing engagement/retention of content consumption
- Software subscriptions (e.g. Duolingo, Calm, Strava) — Most important: activation / getting users to quickly experience value

## Copy-And-Paste Prompt
```text
Use the Building a sustainable growth model human guide.

My goal:
[Describe the business outcome]

Audience:
[Describe who this is for]

Context and source material:
[Paste notes, examples, links, or existing copy]

Constraints:
[Tone, length, channel, timeline, must-include items, must-avoid items]

Before producing the final output, ask me for any missing information that would materially improve the result.
```

## Final Checklist
- [ ] The output matches the original goal.
- [ ] The audience and context are reflected in the answer.
- [ ] Important constraints and source material were preserved.
- [ ] The assistant made the relevant decisions explicit.
- [ ] The final artifact is ready to use, review, or hand to the next person.

## Source
This guide was generated from the refoundai/lenny-skills skill entry for `growth-model`.

## Source Skill Notes
These notes preserve the nuance from the original skill. Use them as supporting reference when the workflow above feels too generic.

# Building a Sustainable Growth Model

Move beyond linear funnels to build compounding loops that drive scalable, long-term product growth.

Help the user with building a sustainable growth model using insights from 16 guests and posts across Lenny's Podcast and Newsletter.

## How to Help

1. **Audit current mechanics** - Assist the user in identifying whether their current growth is driven by SEO, paid ads, sales, or virality based on product characteristics.
2. **Visualize the model** - Guide the user to map out their growth as a system of interconnected, reinforcing loops rather than a one-way funnel.
3. **Quantify the loops** - Help the user build a mathematical representation of their growth variables in a spreadsheet to stress-test their assumptions.
4. **Identify constraints** - Analyze where growth is stalling by diagnosing failure points in the user journey from acquisition to retention.

## Core Principles

### Loops over funnels
Shishir Mehrotra: "But I highly encourage drawing a diagram like this for your business. I'll flash it up on screen for a second and I'll describe it, but this is what the diagram looks like, black loop, blue loop, and it's basically the two different ways that our product spreads. The Black Loop is someone comes in, they make a doc, they share with a group of people, some subset of the people turn around and make another doc, and the process repeats itself over and over again."

Visualize growth as recurring loops where the output of one cycle becomes the input for the next, creating organic mechanisms for scaling.

### Mathematical reconciliation
Dan Hockenmaier: "And that's how I think about a growth model, so the analytical representation of how the business grows and it's typically built in a spreadsheet which has a really nice feature of being very hard to fake. You can talk about a business conceptually, but when you actually have to get it to line up and link in a model, it's very hard to not force yourself to understand how the business works."

Building your model in a spreadsheet forces you to reconcile conceptual theories with mathematical reality, ensuring all variables are linked.

### Prioritize volume via low barriers
Archie Abrams: "In a given cohort of merchants, a lot of people will start. Some of those people on their first attempt that's entrepreneurship might not succeed, but the folks who do go on to be successful will make that entire cohort of merchants who started something that makes Shopify as a business extremely successful. And that's why we lower the barriers to get started and help folks grow, and those winners make the whole thing work."

In power law models, maximizing top of funnel volume by lowering entry barriers is more effective for long term revenue than early optimization.

### Capture kinetic energy
Sarah Tavel: "This is where I love to think of every time a user users your product, let's say they're clicking on the mouse or they're tapping on their phone, I love to think of it as this kinetic energy that they're putting into your product. You're taking that energy, and your job with a great product, is to take that energy and, as much as possible, convert it back to the experience that they're having with your product."

Sustainable growth is achieved by converting individual user actions into collective network effects that improve the product for everyone.

### Target high density networks
Nikita Bier: "We found that as a user got older from age 13 to 18, the number of people that they invite to an app just declines almost exponentially. Finally, and the most important thing is they see each other every day, and that is so critical."

Viral growth is exponentially easier in demographics with high daily physical proximity and malleable social habits, such as younger cohorts.

### Layer motions strategically
Elena Verna 3.0: "Wait for growth until you are ready to overlay product-led growth on top of your sales motion. ... honestly, the longer you wait, the better it is because that way your entire company will be trained to be responsible for growth."

Avoid siloing growth; instead, layer different motions like product-led growth only after your primary sales or marketing motion is stable.

## Templates & Frameworks

- **Magical Growth Loops Taxonomy** (Magical growth loops) - A 4-type classification of growth loops where existing users recruit new users, each with active and passive sub-types. Used to brainstorm and identify latent g
- **The Racecar Growth Framework** (60 ideas to boost your growth) - A framework co-authored by Lenny and Dan Hockenmaier that maps business growth to four components of a high-performance race car, helping teams categorize and p
- **Growth Model Framework (Growth Levers × Growth Motions)** (Six rules of hiring for growth) - A framework for defining your company's growth model by combining growth levers (acquisition, retention, monetization) with growth motions (product-led, sales-l
- **ARIA Framework** (How to accelerate growth by focusing on the features you already have) - A four-principle framework for increasing engagement with existing features to drive product growth. Designed to be used as an ongoing, repeatable process (not 
- **30+ Company Growth Loop Examples** (Magical growth loops) - Comprehensive catalog of real companies and their specific magical growth loops, organized by loop type
- **Growth Loop Brainstorming Questions** (Magical growth loops) - Derived from the taxonomy — a set of questions to evaluate whether your product has a latent magical growth loop
- **Duolingo User Engagement Bucket Model (MECE Growth Model)** (How Duolingo reignited user growth) - A closed-circuit user segmentation model where every user who has ever used the product is in exactly one bucket on any given day, with arrows representing dail

See `references/artifacts.md` for the full list with details.

## Questions to Help Users

- "What is the single core action a user takes that naturally leads to another user joining or an existing user returning?"
- "If you stopped all paid marketing tomorrow, which organic loops would continue to generate new users?"
- "Is your business model's primary advantage found in its margins, its search authority, or its viral coefficient?"
- "Can an end-user discover, use, and upgrade your product without any human intervention from your team?"
- "Which user cohort has the highest 'kinetic energy' and how are you converting that into product value for others?"
- "Does your current growth model rely on a 'magic wand' hack or a repeatable, compounding engine?"

## Common Mistakes to Flag

- **Outsourcing product-market fit** - Growth leaders cannot fix a business if the core product lacks a solution that customers find indispensable and retain naturally.
- **Incrementalism in hyper-competitive markets** - Traditional funnel tweaks take a back seat to bold innovation and core solution reinvention when competition is intense.
- **Ignoring the primary growth engine** - Startups often dilute efforts across many channels instead of mastering the one engine (SEO, Paid, or Viral) that fits their product mechanics.
- **Measuring correlation instead of incrementality** - Wasting budget on marketing spend that would have occurred anyway leads to false confidence in growth efficiency.

## Deep Dive

For all 50 sourced insights from 16 guests, see `references/guest-insights.md`

## Related Skills

- Acquisition Channels