AI Experiment

Replacing multi-step forms with AI personas and digital avatars

Online vehicle trade-ins often involve long, multi-step forms that can be tedious and error-prone. It is hypothesized that a conversational digital avatar could streamline the process by collecting trade-in data in a more natural and engaging way than a multi-step form. It is also hypothesized that this...

Drafting a PRD with Claude and Perplexity

I’ve been exploring a problem space in the automotive industry for a few years now—long before AI entered the spotlight. What started as a client-led Design Thinking project that ultimately stalled became a personal pursuit.

Using AI for rapid content and UI pattern designing

Rushing to high-fidelity models in today's AI-driven world is a smart thing to do. When potential risk to user adoption demands taking a more deliberate and methodical approach to the work at hand, AI can still be exploited to investigate content strategy and user interface pattern opportunities.