“Google will bring you back a hundred thousand answers. A librarian will bring you back the right one.”
— Neil Gaiman

In the age of AI, that distinction matters.

AI generates information.
I design how it’s structured, understood, and trusted.

With a Master of Science in Library and Information Science, I was trained to think deeply about systems — how knowledge is organized, retrieved, evaluated, and understood. Not just what is said, but how it is experienced.

AI products are information systems at scale. If the structure is unclear, the experience breaks. If the language is vague, trust erodes. If cognitive load is too high, adoption stalls.

My work sits at the intersection of information science, UX research, and content strategy — shaping AI-powered tools so they feel intuitive, transparent, and usable in the real world.

Because powerful technology isn’t enough.

It has to make sense.