When we talk about growth, we naturally gravitate toward a classic model: the conversion funnel.
Impressions, clicks, sign-ups, activation, payment, repurchase, retention.
This is the most important engineering language for growth in the internet economy. Whether it's advertising, e-commerce, gaming, SaaS, or content platforms, everyone uses the funnel to break down the user journey, optimize conversion rates at each stage, lower customer acquisition costs, raise LTV, and reduce churn. It works, and it works well.
But the funnel model only answers one question: How does a user move step by step through the product and complete a conversion?
It doesn't answer a deeper question: Through what entry point does a product truly embed itself into a user's workflow and decision-making habits?
The first is conversion logic. The second is embedding logic.
The second question is better addressed by another model: the Wedge Model.
So I now prefer to think about the two this way:
- Funnel explains how value is delivered to users at scale.
- Wedge explains how value finds the smallest entry point and grows into users' habits.
A truly healthy product usually needs both — without a Funnel, even great value is hard to scale; without a Wedge, even heavy traffic struggles to produce genuine retention.
I. The Essence of Growth: Value Creation × Value Transmission × Value Retention
Growth is not "getting more users" or "improving conversion rates."
It's a three-layer problem:
Does the product create real value? This determines the ceiling of growth.
Can this value be seen, understood, and tried by target users? This determines the speed of growth.
After users experience the value, will they stick around — even grow more dependent? This determines whether growth is sustainable.
Growth = Product Value × Distribution Efficiency × Retention / Adoption
The product determines the ceiling: just how much value is there?
Marketing and distribution determine the speed: how fast can that value reach the right users?
Retention and adoption determine the floor: will users keep coming back? Can the snowball keep rolling?
If the product has no value, marketing just accelerates the death of a leaky bucket.
If the product has value but no distribution, it may be forever trapped in a small circle.
If the product acquires users but can't retain them, growth is just short-term numerical prosperity.
These three layers aren't independent functions — they're a mutually reinforcing system. Funnel and Wedge are two thinking frameworks that solve different problems within this system.
II. Funnel: The Path Efficiency Model for Growth
The core logic of the Funnel is straightforward: from "having never heard of you" to "understanding you, trying you, paying you, and coming back," users drop off at every step. So the task of growth is to continuously reduce friction and loss at each stage.
Traffic Acquisition
↓
Conversion
↓
Activation
↓
Payment
↓
Retention / Repurchase
↓
LTV Growth
↓
Reinvest in Acquisition
The Funnel's core assumption is:
Users will churn at every step, so growth means constantly reducing path friction.
Its value lies in making growth decomposable, measurable, and optimizable. You can track CTR, registration conversion rate, activation rate, CAC, LTV, churn — every number corresponds to an intervention point. This is why teams across advertising, e-commerce, SaaS, and subscription products all speak the language of the funnel.
The Critical Link in the Funnel: Activation
But the most critical link in the Funnel is activation — the moment a user first truly experiences the product's core value, also known as the Aha Moment.
The first moment a user genuinely experiences the product's core value.
Without activation, everything downstream — payment, retention, referrals — becomes much harder to achieve.
This is especially acute with today's AI products. Many products have stunning demos and impressive early sign-up numbers, but when users actually enter the product, they don't know where to start, how to integrate it into their workflow, or which part of their existing process it's supposed to replace. So they try it once, think "that's cool," and never return.
This is not an acquisition problem. It's an activation and adoption problem.
The Funnel as a Closed Loop: From Traffic to Revenue and Back
The Funnel isn't just about "how many people come in" — it cares about the efficiency of the entire user journey.
If CAC < LTV, the growth engine keeps running.
This is why so many internet companies focus so heavily on the funnel. It helps you answer, with data:
- Where is drop-off greatest?
- Where is conversion weakest?
- Which users have the highest LTV?
- Which acquisition channel delivers the best quality?
- Which onboarding version produces the highest activation rate?
But data can lie. The Funnel's contribution is not to explain your full product strategy — it's to make the growth path engineered and visible.
The Fundamental Limitation of the Funnel
It can only diagnose within a given strategic framework. It has no ability to judge whether the framework itself is right.
For example:
Wrong channel. You optimize your funnel on a channel beautifully — high CTR, high registration conversion — but the users it brings aren't your target users at all, and LTV is negligible. Funnel data will show "this channel is performing well," masking a deeper problem: you're fishing in the wrong pond.
Flawed underlying demand. If the product doesn't solve a real, urgent enough problem, the funnel will just show low conversion rates across the board — but won't reveal the root cause. Teams may endlessly optimize onboarding, adjust pricing, and change acquisition strategies, while never questioning the foundational assumption.
This is the Funnel's blind spot: the more precise it gets at the tactical level, the more it risks distracting teams from strategic errors. Numbers are moving, teams are optimizing — but the whole direction may have been wrong from the start.
III. Wedge: From Single-Point Entry to System Embedding
If the Funnel answers "how users are converted at scale," the Wedge answers a different question: Where does the product enter the user's system?
The Wedge's core logic is "narrow and deep," not "broad and comprehensive." It describes how a product, through a sufficiently narrow and sharp entry point, first gets into a specific user scenario — and then gradually expands into a deeper system dependency.
Truly strong products rarely start by claiming to be platforms. They start with a concrete entry point.
Slack didn't begin as an "enterprise collaboration operating system" — it started with team messaging.
Notion didn't begin as an "all-in-one workspace" — it started with notes and documents.
Shopify didn't begin as "commerce infrastructure" — it started by making it easier for small merchants to open online stores.
ChatGPT didn't begin as a complete AI operating system — it started as a general-purpose conversational assistant.
This is the first layer of the Wedge: users try you for the first time not because of a grand vision, but because you solved a real problem in a specific context.
Finding the Entry Point Is Just the Beginning
Many products are narrow and focused but never become a true wedge — because users try them once and never build them into their daily routine. A real Wedge doesn't just get users to try the product; it gradually makes the product part of the user's workflow. Users start depending on you in recurring scenarios, accumulating data, content, memory, or relationships within your product. Leaving becomes genuinely costly.
This is the real moat of a Wedge — not a feature barrier, but behavioral embeddedness.
High-value single-point entry
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Enter user workflow
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Establish repeated use
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Accumulate data / memory / content / relationships
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Raise switching cost
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Expand to more use cases
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Become a broader system dependency
The Funnel focuses on path efficiency.
The Wedge focuses on system embedding.
IV. The Relationship Between Funnel and Wedge
Wedge is a product strategy question: where do you enter the user's world, and why can you embed yourself in their system?
Funnel is a growth engineering question: how do users discover you, convert, activate, pay, and scale?
One solves "where to enter," the other solves "how to amplify." They're not substitutes — they're sequential.
A typical path: use a narrow, deep Wedge to get into a user's workflow, build genuine dependency within a core user base, then use the Funnel to scale that value — through PLG, invite mechanics, content marketing, and paid conversion.
A Funnel without a Wedge is pouring water into a product with no foundation.
A Wedge without a Funnel is a valuable product forever trapped in a small circle.
A SaaS product might use a narrow workflow wedge to get into a team, then scale through invites, a sales funnel, content marketing, and paid conversion.
A consumer product might use a high-frequency pain point wedge to build user habits, then expand through paid ads, social sharing, e-commerce conversion, and a membership system.
Every product builder should ask themselves:
Does your product have a clear entry point?
Does your growth have a scalable path?
Can the two reinforce each other?
V. Different Stages, Different Priorities
1. Pre-PMF: Funnel as a Demand Testing Tool
Before finding PMF, the most important question isn't "should I build a complete product?" — it's:
Do users actually have a real need?
Testing demand and intent at the traffic level isn't something to avoid. It's one of the smartest things you can do.
The Silicon Valley concepts of pre-selling and smoke tests are fundamentally about:
Validating market willingness before committing engineering resources.
A typical flow:
Pain point hypothesis
↓
Minimal landing page / test content
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Describe core feature and value proposition
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Add a CTA: join waitlist / book a consultation / pre-purchase
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Drive a small amount of targeted traffic
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Observe click-through rate, lead capture rate, consultation rate, pre-purchase rate
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If intent is confirmed → build MVP
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If intent is absent → pivot or abandon at low cost
At this stage, the Funnel's value isn't "monetizing at scale." It's:
Validating market signals at minimum cost.
It helps you answer: Is this pain point real? Does this framing resonate? Are users willing to leave their contact information? Are users willing to pay?
This beats building in a vacuum by a wide margin.
2. PMF Formation: Wedge Determines Whether the Product Can Take Root
When users click through, inquire, and pay, it signals that intent may exist. But that's not yet true PMF.
Because PMF isn't just "someone bought it."
It also requires:
Do users keep coming back? Do they return on their own? Do they incorporate you into their workflow?
This is when the Wedge becomes critical.
You need to answer: In exactly what scenario do users need you most? What old process are you replacing? Are you reducing users' time cost, cognitive load, decision fatigue, or execution friction? The next time they face a similar problem, will they naturally think of you?
Without this entry point, the Funnel may drive many one-time transactions but struggle to build a lasting product.
3. Scale Stage: Funnel and Wedge Form a Flywheel
At the scaling stage, healthy growth doesn't come from the Funnel alone or the Wedge alone.
It comes from the two forming a flywheel:
Funnel brings new users
↓
Wedge draws users into core scenarios
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Users continue using, retention improves
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LTV rises, word-of-mouth strengthens
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Greater capacity to invest in acquisition and distribution
↓
Funnel expands further
↓
More users enter the system
At this point, Funnel and Wedge reinforce each other.
The Funnel brings more users. The Wedge improves user quality and retention. Better retention raises LTV. Higher LTV allows the product to tolerate higher acquisition costs or generate more organic growth.
This is the true growth flywheel.
VI. Why Do So Many Products Have a Funnel but No Wedge?
Many products grow fast but die fast.
The reason is often:
They have a strong Funnel, but no real Wedge.
That is: users get attracted, users click, users sign up, users even pay once — but the product never enters the user's system. No habit forms. No data accumulates. No relationship sediments. No workflow dependency. No switching cost.
So growth looks lively, but the foundation is hollow.
This is common among AI products, knowledge-payment products, influencer-driven consumer brands, and trend-driven products. In the short term, content, concepts, paid traffic, and emotional hooks can drive conversion. But without a product wedge, retention collapses quickly.
VII. Why Do So Many Products Have a Wedge but No Funnel?
The opposite situation is also common, especially among technical founders.
The product has a great entry point, users genuinely love it, but growth stalls.
The reason:
There's a Wedge, but no Funnel.
The product genuinely solves a real pain point. Early users give strong feedback. But the team can't articulate the value, can't design onboarding, can't find channels, can't engineer a conversion path, can't lower the barrier to understanding.
The product may be "good," but its transmission efficiency is too low.
The problem isn't lack of value — it's:
Value transmission efficiency is too low.
This is one of the biggest traps for engineer-founders: believing that if the product is good, users will come. But the reality is — product value needs to be expressed, distributed, activated, and converted. That's what the Funnel is for.
VIII. Putting It All Together
So what this essay really argues is not:
The Funnel doesn't matter, the Wedge is superior.
Nor:
The Wedge can replace the Funnel.
But rather:
The essence of product growth is the unity of value transmission and value retention.
The Funnel solves how value can be seen, understood, tried, and converted by more people.
The Wedge solves how value finds its entry point, enters the user's system, and forms long-term dependency.
Funnel without Wedge turns growth into a traffic game.
Wedge without Funnel traps a product in a small circle forever.
Genuine growth looks like this:
Use the Wedge to find the sharpest product entry point
↓
Use the Funnel to raise value transmission efficiency
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Use Activation to let users truly experience the value
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Use Workflow Embedding to build long-term retention
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Use Retention and LTV to reinvest in acquisition
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Ultimately form a Flywheel
Growth is not about "driving traffic."
It's not about "building a great product and waiting."
It's about:
Delivering the product's core value, at minimum friction, to the people who need it most — and letting that value continuously compound and expand within their systems.
That is the essence of product growth.