Enterprises are accelerating digital transformation, embracing cloud, data platforms, and AI at scale. Yet one challenge continues to limit progress, software quality at speed. Despite investments in DevOps and automation, organizations struggle to deliver reliable, scalable, and intelligent systems. The issue is not tooling. It is the absence of a modern, AI-driven Quality Engineering (QE) approach.