Over the years, I’ve been involved in evaluating test strategies, automation approaches, and feasibility assumptions across complex systems. People usually come to me when something feels uncertain — whether an automation plan is realistic, whether AI is being applied meaningfully in testing, or whether the testing approach will scale and remain maintainable. My role is not to implement or sell tools. I provide an independent, honest review to help identify gaps, risks, and hidden costs early, so teams can make informed decisions with confidence. I believe good testing is less about tools and trends, and more about judgment, context, and understanding real-world constraints.