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A moat is what stops a competitor copying your success

Competitive advantages come from switching costs, network effects, proprietary data, brand, scale and distribution. Network effects are especially powerful, and especially often claimed without evidence.

11 min read · Level 1

The point

I think the phrase network effect should be treated as a hypothesis until a company can show its product getting measurably better or stickier as it grows. It is the most valuable moat in technology and also the most casually claimed, and the difference between the two is usually visible in the retention data.

What is it?

A moat is a durable advantage that makes it hard for competitors to take customers or profits.

Source What it means Example Switching costs leaving is costly or disruptive accounting software holding years of records Network effects the product gets better as more people use it a marketplace with more buyers and sellers Proprietary data information competitors cannot obtain medical imaging data Brand customers prefer and trust it a trusted consumer name Economies of scale unit costs fall with volume a large logistics network Distribution privileged access to customers bundled with an existing product

Network effects. In a direct network effect, each new user adds value for existing users. The number of possible connections grows much faster than the number of users:

Users Possible connections (n x (n - 1) / 2) 10 45 100 4,950 1,000 499,500

In practice most products do not benefit this strongly, and many network effects are local - a food delivery marketplace in one city does not become better because another city grows.

Why does an investor care?

Because a business without a moat can succeed and still have its profits competed away. Investors pay for future profits, and future profits depend on how defensible the business is.

It also matters because moats are frequently overstated. Almost every pitch claims a network effect; far fewer can show the product genuinely improving as it grows.

Educational, not personalised financial advice. Nothing in the Investor Academy is a recommendation to buy, sell or hold anything — what is right for you depends on your own circumstances and the rules where you live.

Example

Two marketplaces claiming network effects.

Marketplace A (home services, one city): more providers improve choice for local customers, but growth in another city adds nothing. Customers often hire the same provider directly after the first job. Marketplace B (a professional community): each new member increases the value of the network for existing members across locations, and leaving means losing connections and reputation.

A has a weak, local network effect undermined by disintermediation. B has a stronger effect with switching costs. Both use the same phrase in their pitch.

The common mistake

Accepting a claimed network effect or moat without evidence that the product genuinely becomes harder to compete with as it grows.

How it works

Step 1: Name the specific moat

Identify which source of advantage applies, rather than accepting a general claim.

Step 2: Test for evidence

Ask whether retention, engagement or margins improve as the company grows.

Step 3: Check whether network effects are local or global

Determine whether growth in one area helps users elsewhere.

Step 4: Look for disintermediation risk

For marketplaces, ask whether users can transact directly after meeting.

When to use this

When evaluating a company's long-term defensibility.

When not to use it

Do not expect strong moats from very early companies; judge whether a credible source could develop.

How investors actually did it

A recurring pattern: marketplace disintermediation

Operators of service marketplaces - for freelancers, home services and tutoring - have widely described users meeting on the platform and then transacting directly, undermining the platform's claimed network effect and pushing companies to add payments, insurance or tools to keep transactions on the platform.

A network effect that users can easily step outside of is weaker than it looks in a pitch.

Do this now

  • Name the specific moat one company claims
  • Find one piece of evidence that it strengthens as the company grows

Create a free account to read the rest and apply it to your own investing.

Related lessons

  • Ask why now, and what stops the next ten companies — Evaluating competition means understanding why this opportunity exists now, who else can serve the customer, and what would make this company hard to displace once it is working. (11 min)
  • AI companies can have software growth with hardware-like costs; deep tech trades time for defensibility — AI businesses must be judged on the cost of running models and on what protects them from competitors using the same models. Deep tech companies face technical risk and long timelines before revenue, in exchange for harder-to-copy advantages. (12 min)
  • SaaS lives on retention; marketplaces live on liquidity and take rate — Software businesses are judged on recurring revenue, expansion and margins. Marketplaces are judged on whether buyers and sellers reliably find each other, and how much of each transaction the platform keeps. (12 min)

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