(case studies)
/decisions in context.
Each case explains the problem, my role, the evidence behind the decision, and the limits of what I can claim.
012026
Product experience
/universal intelligence
Helped build a single internal repository that connects product context, current work, planned work, and the goals that guide feature delivery.
Internal product platform
022025 – Present
Product experience
/improving ai assistant outcomes
Used conversation evidence, product analytics, and customer feedback to improve assistant behavior and prioritize product work.
Ve
032024
Independent concept
/netflix india trusted discovery
A focused concept for helping new members find a relevant first title through recommendations they understand and trust.
Netflix India
042026
Independent concept
/spotify discovery for regional listeners
A concept study on helping regional listeners find a relevant next track with less searching and fewer dead ends.
Spotify