Transforming Product Engineering through QE Coaching Lens and AI Tooling

This paper examines how organizations can elevate product engineering performance by integrating Quality Engineering (QE) coaching with Artificial Intelligence (AI)–enabled tooling. It presents a structured methodology for assessing complex enterprises across design, development, and delivery functions. Drawing on established frameworks—including McKinsey's 7-S model, the ADKAR change framework, and QE maturity models—the paper proposes actionable strategies to strengthen organizational capability, improve quality outcomes, and support continuous improvement.