01 / UNDERSTAND
Find the real need.
Who is this for? What are they trying to do? Start with the user’s problem, the context and the outcome that matters.
Building products / AI product management
Useful products.
Thoughtful AI.
I’m interested in what happens when research, product thinking and real human needs meet. My approach starts with the problem and follows through to how a product should work, feel and be evaluated.
Building Products
Ideas made useful.
AI Product Management
Good decisions
make better products.
My approach to turning an AI idea
into a product people can use.
02 / SHAPE & BUILD
Make the idea tangible.
Explore where AI adds value, set priorities and prototype the experience. Use feedback to refine what belongs in the product.
03 / EVALUATE
Measure what matters.
Think beyond model performance. Consider usefulness, reliability, fairness and the experience of the people using the product.
Responsible AI. Practical questions.
My research interests include responsible AI, fairness in large language models and AI for underserved communities. These questions inform my product perspective: who benefits, where might the system fail, and how do we evaluate it responsibly?
For research projects and current areas of inquiry, visit the AI Research page.
Let’s build with purpose
A product idea
in mind?
Tell me about the problem, the people and what you want to make possible.
Start a conversation hello@motunrayoakinsete.com