Digital transformation
Turn strategic ambition into an operating model that teams can actually run: clear decisions, ownership, capacity choices, delivery cadence and outcome measures.
Product, operations & digital transformation
I help complex businesses become simpler to run and easier to scale.
I work at the intersection of product, operations and technology—helping leaders turn digital ambition into scalable systems, products and ways of working. My focus is making better decisions, reducing unnecessary effort and building the practical tools that help organisations create more value from every investment.
Fragmented signalsShared evidenceBetter decisionsScalable systems
What I do
I turn complexity into systems that can scale.
Complex businesses rarely fail because people lack ideas, effort or technology. They fail because decisions, delivery, commercial execution and information do not work as one system.
I help organisations simplify those connections. That can mean clarifying which digital investments matter, redesigning how work moves through the business, building scalable products and operating models, or creating focused data and AI-enabled tools where fragmented information is slowing decisions down.
Product and operating systems
Build products, processes and decision systems that create repeatable value instead of a growing stack of one-off exceptions.
Data and AI-enabled tools
Use data models and focused AI-enabled workflows to turn fragmented documents, spreadsheets and operational signals into practical evidence and faster action.
Core belief
Busyness is not progress. Scalability is.
“A vision that never changes a decision is wind without sails.”
A business can look productive while becoming harder to run. Meetings multiply, the same work happens in several places, urgent requests take over the roadmap, and every new customer or product creates more effort than the last.
The operating goal of a healthy business is to reduce the effort required to generate its next unit of revenue. That means building reusable products, clearer decision systems, better commercial hand-offs and tools that remove friction from real work.
Read how I think →Selected work
Systems built in complex environments.
The settings differ—supply-chain networks, compliance platforms, retail operations and B2B delivery—but the pattern is consistent: replace fragmented local decisions with a system that improves outcomes at scale.
EiQ by LRQA · Hong Kong
Product operating rehab
Re-architecting product, engineering, workflows and delivery around customer outcomes, shared evidence and measurable commercial value.
Explore →Ocado Group · London
Network digital twin
Design and delivery of a decision product that let major retailers simulate and optimize their network before committing capital.
Explore →Lalamove · Indonesia
Lalamove+ B2B build
A B2B offering developed and launched from scratch, scaled to 30,000 orders per day at 12% net profit.
Explore →ProductDataOps · Hong Kong
Rosetta data decoder
Built a focused data-decoding workflow that turns fragmented product and supplier information into structured, source-linked evidence.
Explore →Founder & practice
I founded ProductDataOps to put this work into practice.
ProductDataOps is the digital transformation consultancy I founded and represent. We help complex businesses operate for the age of AI by simplifying how teams decide, prioritise, build, sell and learn—then developing the systems, products and focused AI-enabled tools that make the new model work.
The practice brings together the product, operating-model and data work shown on this site into a clear way for organisations to engage it.
Working on a complex transformation?
For consulting and embedded transformation work, visit ProductDataOps. For speaking, advisory conversations or direct professional contact, get in touch here.