I've worked on real platform problems and built AI products from 0→1, from early user research to live releases. I bring product thinking, hands-on execution, and a willingness to test assumptions rather than build on guesses.
I'm a Product Management professional who brings together frontline user understanding, structured product thinking, and hands-on AI product building. At Bhanzu, I've worked closely with real platform and workflow problems, learning how user feedback and operational issues can reveal opportunities for product improvement.
I enjoy figuring out what is actually worth building, understanding why a problem matters to users, and turning that understanding into something useful. I'm particularly interested in AI-first and consumer products where thoughtful decisions, continuous learning, and hands-on execution can make a real difference.
I want to keep building, testing assumptions, learning from what doesn't work, and improving products through every iteration.
Products I've shipped with AI, and the case studies behind my product thinking. Open any card for the full story.
Products I've designed and built end to end with AI.
Problems I've researched, broken down and solved on paper.
Product capabilities first, supported by the analytical and technical tools I use to execute.
I use direct exposure to users and operations to identify problems that deserve product attention.
Identified recurring platform and workflow gaps through direct experience with learners, parents, and trainers.
Investigated a Maverick pacing algorithm defect, documented findings, and translated them into product requirements.
Conducted 100+ parent PTMs and surfaced recurring gaps in dashboard completion and syllabus visibility.
Worked with operations and platform stakeholders to communicate issues and align on actionable next steps.
Delivered live learning sessions and used firsthand knowledge of the learning experience to identify product friction.
Recognised for creating a supportive learning experience through positive reinforcement and student engagement.
Recognised for strong performance and continuous improvement.
I'm open to Associate Product Manager and AI Product opportunities where I can bring frontline user understanding, product thinking, and hands-on building to the team.