More code is not the same as better work

AI-assisted coding can accelerate a prototype. But generated code is still software to test, secure, connect and maintain. It cannot tell a business what its own policy should be.

Start with the business problem

Which work should improve, and which facts and rules govern it? Those questions lead the application, regardless of how code is produced.

Use AI where it helps

AI can translate a clear specification and support engineering work. It does not replace review by the people who understand the process.

Build for daily use

A successful application handles permissions, exceptions, integrations and change. The measure is whether people can do their work more effectively.