Turning emerging AI capability into practical, trustworthy ways of working.
My work centers on helping product, design, and delivery teams make sense of AI in real enterprise settings. I focus on the questions that matter after the tool demo ends: what should be automated, what must be reviewed, who owns the decision, and how do teams know the output is ready to use?
I bring a human-centered lens to AI adoption by connecting user needs, business goals, delivery constraints, and quality expectations. The goal is not simply to move faster; it is to help teams move faster with clearer standards, stronger alignment, and better accountability.