
Selected Work
Five products built at the intersection of human insight, data intelligence, and AI.
How I Work
01
Human Centered Design sessions, user research, and stakeholder interviews to understand the real problem: not the stated one.
02
Persona development, life event trigger mapping, and data analysis to frame the opportunity with precision.
03
Rapid prototyping, iterative development, and data-driven roadmapping to ship products that actually work.