The Companies Winning With AI Are Building Better Engineering Platforms, Not Software

Abhi Shimpi is a technology executive specializing in enterprise technology and AI transformation for Fortune 500 organizations.

Every few years, our industry finds a new way to help developers work faster. Cloud changed infrastructure. Containers changed software packaging. DevOps changed how teams build and operate software. Today, AI is changing how quickly engineers can turn an idea into code.

But after leading enterprise modernization across hundreds of applications and global teams, I’ve learned that writing code faster does not necessarily mean delivering software faster.

I learned this firsthand while leading a modernization involving more than 140 mission-critical applications, over a billion documents and digital assets and hundreds of terabytes of enterprise data, supporting tens of thousands of associates.

Our biggest challenge wasn’t writing migration code or developing features quickly enough. It was everything surrounding the code: inconsistent delivery pipelines and testing approaches, environment dependencies, repeated security and governance requirements and additional steps between completed development and production.

That experience shaped a principle I still use: The constraint in enterprise software delivery is often not how quickly an organization can create code. It is how efficiently it can turn that code into secure, reliable software running in production.

AI makes that distinction even more important.​

You’ve been optimizing the wrong thing.

Organizations often ask how to help developers write code faster. I believe the better question is, “How do we make thousands of engineers consistently successful?”

The first improves an individual. The second improves an organization. At that scale, modernization had to become repeatable.​

We moved repeatable engineering work out of individual application teams and into shared capabilities.

And that is why platform engineering becomes more important as AI-assisted development grows.​