The New Build vs. Buy Dilemma: Are You Renting Your Company's Future?

The Illusion of Speed The allure of the “Buy” option (using foundational model APIs like GPT-4, Claude, or Gemini) is intoxicating. As a Product Manager, you can prototype a magical feature in a weekend. You can launch in a month. You don’t need an army of data scientists. The TTV (Time to Value) is incredible. It feels like a no-brainer. Why do the heavy lifting when Sam Altman has already done it for you? ...

December 21, 2025

"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