I use AI-generated images and AI-assisted content on this website intentionally, transparently, and for specific professional reasons:

Much of my work has been created for clients in highly regulated industries, including healthcare and pharmaceutical marketing. Because that work can include client-sensitive information, proprietary processes, internal strategy, research findings, MLR considerations, and confidential brand materials, I do not share original client documentation, screenshots, or protected work artifacts publicly. Instead, I use generalized summaries, publicly accessible information, and AI-generated visual representations to communicate the type of work I do without exposing sensitive client information.

I also use AI here because working with AI responsibly is part of my professional practice. My experience includes exploring how AI can support UX strategy, research synthesis, workflow transformation, documentation, and agentic process design while still requiring human judgment, governance, validation, and ethical oversight.

Many of the deliverables I create, process flows, research plans, discussion guides, analysis frameworks, wireframes, technical documentation, accessibility reviews, and functional specifications, are essential to successful digital products but are not always visually engaging on their own. AI-generated imagery helps me translate that work into clearer, more accessible visual storytelling for a portfolio environment, while the underlying case study content reflects my real experience, role, thinking, and project contributions.

AI-generated visuals on this site should be understood as illustrative representations, not exact reproductions of client deliverables. They are used to protect confidentiality, support clearer communication, and demonstrate how I apply emerging tools thoughtfully in UX, strategy, accessibility, and AI-enabled workflow design.