Lesson 5 of 6
Where the moat is
7 min read
Your competitor can call the exact same model you do, for the same price, tomorrow. So what stops them from copying your product outright?
The model is not the moat
Here's the uncomfortable truth: the model is a commodity. Your rival can rent the same one, so the AI itself is no moat. Durable advantage comes from what's hard to copy around the model. Three sources compound: a data flywheel, distribution, and integration. Tap each and see how it builds on itself.
The model is rentable, so it's no moat. A data flywheel, distribution, and integration are — because each one compounds and is hard for a rival to copy.
Moats that compound
The best moats get stronger with use. A data flywheel: more users generate more proprietary data, which makes the product better, which draws more users. Distribution: being where users already are makes each new user cheaper to reach than a rival can manage. Integration: once you're woven into someone's workflow and data, ripping you out is expensive — so they don't. None of these is the model; all of them are yours.
Ask of any AI product: what gets better the more it's used, and what would be painful to switch away from? That — not the model — is the moat. Beware platform risk: a moat you rent can be taken back.
The shape of it
- —The model is a commodity — rentable by anyone, so it's no moat on its own.
- —Data flywheel, distribution, and integration compound and are hard to copy.
- —Watch platform risk: if your only edge is a vendor's model, they hold the moat.
Two startups use the identical model. One builds a loop where every user's corrections quietly improve the product for everyone. What has it built?
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