I’ve worked across commercial, operations, product and delivery in global B2C and B2B platforms spanning 10+ markets, including new-market launches. I also build AI products solo from zero to one—combining end-to-end computer vision development with workflow automation.
I combine business judgment, operational experience and hands-on technical execution to build, launch and scale solutions that deliver real-world value.
Understand customer needs and frontline workflows. Turn the real problem into clear requirements and measurable goals.
Find practical ways forward by adapting the approach, combining available tools and bringing in the right partners.
Weigh customer value, business viability and delivery effort. Set priorities, shape the roadmap and define the commercial approach.
Carry solutions through launch and into daily operations—measuring success by value to customer, reliable performance and commercial results.
I built end-to-end player, ball and action tracking from match video, and a review tool that turns those moments into visualised clips and post-match evidence coaches can use in meetings and training.
Visualise spatial advantage and options.
Portable camera auto-follows play.
Player and team detection.
Ball trail with action event detection.
Visual explanations for coach and player review.
A recognition model is only the starting point. I brought together hardware, software, client IT and operator workflows to deliver systems that work in daily operations.
Result: Delivered smart-parking products in live operation across 100+ sites, with launches in Japan, Australia and the US.

As COVID disrupted global travel, I led an initiative to launch a new B2B partner solution from concept to international launch. I brought together partner discovery, product strategy and commercial planning, working with technical and regional teams to turn operational needs into digital offerings.
Result: B2B digital solutions serving 100+ attractions across 10+ countries.
Smart-parking and property technology. Led custom hardware/CV delivery and client API/networking integration from design through deployment.
Energy and connected-building solutions. Led discovery and roadmaps for smart-building products and their IoT/system integrations.
Global travel and experiences platform. Worked with 100+ partners across 10+ markets to shape digital products with the technical team.
On-demand delivery platform. Led 10,000+ driver acquisition with activation, retention and referral programmes.
Global professional-services firm. Reviewed operational processes and risks across ecommerce, logistics and media.

Films from African safaris and Yakutsk, Siberia, combining wildlife, travel and extreme-cold settings.
Webcam drumstick tracking that turns stroke movement in the air into instrument sounds.

Auto-detect and track leaf/fruit count growth simply from snapshot photos.
Help restaurants monitor table turnover using existing CCTV.


Custom built platform for users to create personalised curriculum and practice Cantonese anytime with text-to-speech, speech-to-text functions.
Enable users to play games simply with gestures.