Enterprise consultancy · AI product ownership
We identify, advise and operationalise difficult enterprise challenges — then turn them into AI-enabled products and operating systems that deliver measurable efficiency.
Engagements run from a two-week diagnostic to full interim ownership of a transformation programme.
Complex corporate challenges other consultants stall on: operating strategy, omni-channel architecture, process redesign, system integration and innovation roadmaps.
Agentic workflows, document and order intelligence, forecasting and internal copilots — scoped, built and owned as products with measurable efficiency targets.
A profound, first-hand command of cross-border and overseas Chinese commerce — the dynamics, channels, partners and pitfalls that outsiders consistently misread.
Connecting brand, wholesale and direct channels into one coherent commercial engine that protects margin while opening new demand.
Chapter 02 / AI Product Ownership
As product owner, Tingting Zhang brings something the market rarely combines: enterprise supply chain scars, eCommerce P&L ownership, and the technical fluency to architect systems. AI is one tool among many — the real value is sharp challenge identification, ruthless scoping, and products that lift efficiency in weeks.
“The value isn't the model. It's knowing precisely which decision, document or handoff to hand to it.”
Most AI initiatives fail because they automate the wrong thing. We start on the operations floor — order flow, margin leakage, exception handling — and isolate where time and money actually disappear.
Fifteen years of systems ownership means we know the difference between a demo and a dependable capability. We scope AI only where recognition, generation or reasoning beats the existing process by a wide margin.
Roadmap, data model, vendor stack, adoption. As product owner we carry the outcome — not a deck — and ship working software that operators trust on day one.
Every deployment is instrumented. Cycle time, cost per order, error rate and margin are tracked so value keeps accruing after we hand over the keys.
Track record
Built and led supply chain and eCommerce operations across European and Chinese markets, aligning technology roadmaps with commercial strategy.
Crisis management and strategic negotiation in high-stakes trading environments, protecting margin and continuity when timelines collapse.
System architecting and product ownership for scalable platforms — from startup zero-to-one to enterprise-grade integration.
Automation and AI capabilities embedded into live operations, with tracking that proves efficiency gains rather than promising them.
Selected systems / toolchain
Tingting Zhang · 张婷婷 — Founder & AI Product Owner
Chapter 05 / Founder
Over fifteen years scaling operations and driving profitability, with a proven record of aligning technology with business strategy to deliver transformative outcomes across European and Chinese markets. Her expertise spans crisis management, strategic negotiation, and building scalable systems for startups and enterprises — now channelled into AI products that make large organisations measurably faster.
Let's build
Whether it's a stalled transformation, a cross-border expansion, or an AI capability you need shipped rather than discussed — start with a conversation.