AI increasingly acts as a second workflow inside software teams: it helps explore options, detect bugs and organize project knowledge. The most value appears when the tools are part of the real delivery process.

Introduction

A good AI workflow still needs a responsible human making decisions. Models can speed up analysis and implementation, but product context, risk and user needs remain essential.