NDA BRIEF · HEALTHCARE · GENAI · APR–MAY 2025
GenAI proof-of-concepts for clinicians — under NDA
Role
UX Researcher · Product Strategist · GenAI Prompt Engineer
Team
1 PM · 2 Engineers
Timeline
Apr – May 2025 · 3-week cycle per POC
At a Singapore healthtech company I designed and shipped multiple GenAI proof-of-concepts for clinical workflows — running the UX research, the interaction models, and the prompt engineering that made each POC functional. The work was validated with clinicians across disciplines, then presented to C-suite with six-figure commercial value identified. The specifics are under NDA — what I can share is the approach, the process, and the outcomes.

What I can share
Research approach, interaction-design process, prompt-engineering method, validation methodology with clinicians, and the commercial framing for C-suite. All AI work used de-identified inputs only — no clinical data entered any AI workflow.
Under NDA
Specific POC types, clinical workflow details, patient-adjacent data, screens, and the company name. Happy to walk through the work in detail in a conversation.
OUTCOMES
commercial value identified from the validated POC portfolio, with implementation discussions initiated
design-to-validation cycle per POC — clinician interviews to C-suite presentation
validated with clinicians across disciplines and signed off by executive leadership
Want the full walkthrough?
I can take you through the research, the interaction models, and the prompt-engineering decisions in detail.
Let’s talk → acesonaw@gmail.com