"Garbage In, Gospel Out": How to Build a Data Flywheel for Your AI Product

The Commodity Trap We are living in the Golden Age of AI models. But for Product Managers, this is a trap. If you build a feature that relies solely on a public model (like a generic “Summarize this PDF” wrapper around OpenAI), you have no Moat. Any developer can clone your product in a weekend. To win, you need to move from a Linear Product to a Flywheel Product. What is a Data Flywheel? A Data Flywheel is a system where the product gets smarter the more people use it. It converts usage into intelligence. ...

December 16, 2025