- Decision framing and scenario mapping.
- Risk and opportunity analysis.
- Executive-ready recommendations.
Services
Smarter AI decisions
Better products
Clearer direction
I help companies understand where AI creates real value, improve the products built around it, and make decisions they can stand behind.
Core offerings
My work focuses on three areas that shape strong products: your AI roadmap, your user experience, and the decisions that tie them together.
- Generative and evaluative studies.
- Usability and workflow research.
- Trust, mental models, expectations, and misuse.
- System and journey mapping sessions.
- Prioritization and roadmap workshops.
- Clear narratives you can socialize internally.
How we work together
Engagements typically follow a simple arc: understand the problem, clarify the system, and move toward confident decisions.
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See the system clearly
Quick, structured walkthrough of how things work today — product flows, model behavior, data, and decision patterns. -
Focus on the leverage points
Targeted research or analysis surfaces the expectations, risks, and opportunities that will actually change the product. -
Commit to a direction and make it real
Working sessions and concrete deliverables — decision materials, flows, and prototypes — move your team from options to action.
Who I work with
I’m a good fit for teams building real AI-powered products and navigating decisions that cut across AI, UX, and strategy.
- Product and platform teams shipping AI features in complex domains.
- Leaders responsible for AI strategy who want clear guidance.
- Research, design, and responsible AI teams who need their work to influence decisions.
- Founders and early-stage teams making thoughtful, durable bets on AI.