Football Analytics Platform
Pro-grade multi-camera analysis is expensive and cloud-bound. I led a product that runs it on a Raspberry Pi.
An engineer's depth, a product manager's judgment — shipping AI products from problem to production.
Scoped an AI chatbot for rural communities around real jobs — agriculture schemes and subsidies.
I started as an engineer and learned that the hard part isn't building — it's choosing what to build and why. The engineering depth is the enabler; product judgment is the job.
Three flagship products and two supporting builds — each shown as a decision, not a feature list.
Pro-grade multi-camera analysis is expensive and cloud-bound. I led a product that runs it on a Raspberry Pi.
A full product strategy for an AI copilot — market, personas, architecture, and a go-to-market, not just a prototype.
Retail investors get opinions when they ask about funds. I built one that only gives facts — by design.
An AI triage aid for X-rays — built with deliberate honesty about what it is and isn't.
An AI recommender designed around trust: visible reasoning and a non-AI fallback.
Owned the end-to-end product lifecycle for a multi-camera football analytics system shipped on edge hardware.
Mapped the customer journey for IPO data flows on a digital fintech platform and prioritized the API work.
Ran a 6-member cross-functional team on Agile/Scrum with full backlog ownership.
Scoped and shipped an AI chatbot for rural communities, from discovery to QA.