China Retail AI: An Executive Field Guide
Evaluate retail AI using stock availability, margin, returns, service quality and the differences between Chinese and overseas customer behaviour.
Retail AI should be evaluated against a specific merchandising or service decision. Separate higher sales from higher contribution after discounts, returns and fulfilment costs. During a China visit, examine the customer journey and platform dependencies behind a demonstration before assuming that the same approach will work in another market.
What to evaluate
Customer journey
Trace discovery, recommendation, service, transaction and after-sales use cases.
Operating system
Inspect inventory, fulfilment, pricing, content and frontline workflows.
Economics
Separate conversion, basket, labour, waste, returns and technology cost.
Governance
Review consent, profiling, fairness, content control and human escalation.
Worked evaluation exercise
The following is an illustrative assessment exercise, not a reported customer result.
For an assortment exercise, choose comparable stores or product groups and agree how promotions will be treated. Track stockouts and excess inventory alongside revenue. A recommendation engine may favour items that are frequently returned or costly to deliver. Ask who can override recommendations for local events and how the system learns from those decisions. Use a small representative product range before committing the full catalogue.
Questions for the operating team
- Which behaviour changed because of the system?
- How are recommendations and prices governed?
- What depends on platform data unavailable elsewhere?
Warning signs
- Engagement presented without margin impact.
- Personalisation with unclear consent.
- Local platform behaviour assumed transferable.
Planning the visit
Use these questions to scope an industry-focused China AI program. Agree which records and operating workflows can be examined before confirming meetings; host participation and access require confirmation. Our research method explains how we structure the brief and follow-up.
References and scope
These references provide policy or risk-management context. They do not independently verify a host's performance or the illustrative exercise above.