Lasting competitive advantage in AI products comes from domain expertise and diverse team perspectives, not the model du jour. Using Ride with Dave (a cycling AI assistant) as a case study, I argue that deep knowledge of a specific field shapes architectural decisions competitors cannot easily replicate; choosing a database over RAG, knowing the shape of the data, understanding the rider. The moat is made of people.

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