I work with early stage founders and small product teams who need research done right, and want to use AI practically, not just theoretically. WHAT I CAN HELP YOU WITH ① USER RESEARCH FOR TEAMS WITHOUT A RESEARCHER Most early teams skip research or do it badly. I've run usability tests, user interviews, and product testing across real product cycles. I step in as a fractional researcher, async, and set systems and processes. What I can help with: — Usability audit of your product (async). — Interview guide + research plan for your next sprint. — Research debrief: you have the data, I help you read and interpret it. — Help your team ( PMs & Designers) conduct their user research - "How to talk to users without leading them" ② AI WORKFLOW SETUP FOR BUILDERS & FOUNDERS You don't need another overview of what AI can do. You need someone to sit with your specific workflow and say: here's what to use, here's how to set it up, here's where you'll save 5 hours a week in your product cycle. What I can help with: — AI stack audit: find the gaps in your current workflow — Tool setup session: right tools for your exact use case — Workflow build: AI-assisted process for any specific task (research synthesis, specs, content). — Help build or identify & set up tools specific to your use case & company. WHO I WORK BEST WITH: Solo founders validating an idea. Small teams needing a research sprint. Builders who want to use AI seriously. Non-technical founders who need clarity, not just tools. 7 years. 3 industries. Hackathon Mentor , HCI Enthusiast with a keen sense of research in human interactions. I build things. I research things. I'll help you do both better.