03 · Solutions
AI-enabled CRM & Customer Experience
One customer record that both front line and marketing can trust.

Key answer
Unify customer data, membership and sales process, then add AI-assisted triage, recommendations and follow-up so the journey stays consistent across channels.
Most experience problems start with fragmented records across stores, e-commerce, WhatsApp and email. We build a single customer view first, then apply AI triage and next-best-action, and only then personalization.
Outcomes
- A single customer view with membership data consolidated
- Automated enquiry routing and drafted responses
- Pipeline forecasting closer to reality
- Recorded consent and data-use trail
What we deliver
- Customer data model and cleansing
- CRM configuration or migration
- AI triage and recommendation layer
- Front-line training and adoption plan
Who it is for
- Retail and membership businesses
- B2B sales teams
- Multi-channel service desks
Typical timeline
8–16 weeks
How it works: the five S.M.A.R.K. stages
- S
Scan
Assess data, processes, systems and risk to establish an objective baseline.
Current-state report and readiness scoring
- M
Map
Prioritize use cases and tie each one to a measurable operating outcome.
Prioritized transformation roadmap
- A
Activate
Validate with a contained pilot, then implement once it holds up.
A validated working solution
- R
Reconnect
Integrate CRM, ERP, commerce and internal workflows so AI lands in daily operations.
Integrated operating processes
- K
Keep improving
Track adoption and outcomes, establish a governance cadence, and scale the capability.
A continuous improvement mechanism and quarterly review
Evidence
Related delivery records
These are historical system implementation records. They are systems integration work, not AI deployments or proven AI outcomes.

CityLink
POS, warehouse, logistics and membership app integration
A cross-channel system project launched on 1 June 2018, spanning POS, warehouse, logistics, membership, in-app purchase, WhatsApp order confirmation and coupon functions.
Learn more
Prestige Club
Membership registration, renewal and reservations app
The portfolio describes this membership programme as used by Mandarin Oriental Hotel Group and Artyzen Hospitality Group, with registration/renewal and room/restaurant reservations.
Learn more
Victoria Wine Cellar
Membership, catalogue, in-app purchase and backend integration
A membership app project spanning registration, product catalogue, in-app purchase and backend integration.
Learn moreFrequently asked questions
Related insights
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Six ways we deliver

AI Transformation Strategy & Readiness
See the current state clearly before committing budget.
Learn more
AI Office and Workflow Automation in Hong Kong
Bring repetitive tasks, decision criteria and review responsibilities into one traceable workflow.
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AI-enabled ERP & Operations
Consistent order, inventory and finance data makes decisions reliable.
Learn moreStart with an AI readiness session
Sixty minutes to review your systems, your most time-consuming processes and your goals — followed by initial observations and a suggested scope.
