From SaaS to AI‑native.
How I led Nayya from a chat-first hypothesis to a hybrid AI product that could explain, show evidence, and support complex benefits tasks.
Open case studyHow I led Nayya from a chat-first hypothesis to a hybrid AI product that could explain, show evidence, and support complex benefits tasks.
Open case studyReworking the first product touchpoint to create a clearer path from employer-sponsored benefits to confident employee action.
Open case studyHow I helped start products at 0→1: research, workshop, ideation, design, test — and a clear call to launch or stop.
Open case study
Findings, thoughts, and opinions on AI — how to use it, how I’ve been using it, and what I’m still figuring out.
Study live products the way we used to study interface patterns. The box is only one form, and it is already moving.
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