You might be thinking: I will hire a bunch of AI-native developers. They can design, develop, test, and deliver. With Claude, everyone can do everything.

That works for a pet project. Not so much for a large organization.

Here is the thing. Every developer can use Claude now. That part is not the differentiator.

The problem is deeper. Claude is fine for a small greenfield project or a polished prototype for a management demo. It gets dangerously confident on enterprise systems. You think refactoring a large legacy app will take a day? It will produce something. In a month you have a monster nobody can touch without breaking something else.

The solution is people.

First, product managers. They know what is being built, the dependencies, the workflows, the actual usage. That context is what developers need before they hand anything to Claude. Without it, the model has no guardrails and no direction.

Second, senior developers who know the product deeply. Years in the codebase. They can do this work themselves, and they know exactly what to delegate and what not to. That option does not work with a new team.

My team does not have a dedicated product function. I have been lucky to keep the same people for years, and that institutional knowledge is exactly how we build things that do not fall apart in a month.