The AI Scaling Problem

Many organizations believe AI adoption is primarily a tooling problem. It is not. Most organizations can deploy:

within a few hours. The real challenge begins afterwards. Without governance:

AI amplifies existing inconsistencies. The faster code is generated, the faster technical debt accumulates. The question is no longer:

warning

Can we generate code?

But rather:

success

Can we generate code consistently?

Identify one scaling problem AI could amplify in your current codebase.

If different teams already name similar components differently, AI can multiply that inconsistency unless shared rules are enforced.