Turning Customer Behaviour into Commercial Intelligence
I design systems that connect digital engagement, CRM workflows, reporting, and customer experience to improve visibility, decision-making, and relationship-driven engagement.
Representative workflows shown within a simulated client environment.

Ten years building digital platforms and CRM systems for premium client environments — including HNW and UHNW audiences across art, luxury, and financial services. My work sits at the seam between customer experience, behavioural data, and the operational workflows that translate engagement into commercial outcomes.
I focus on the systems most teams underinvest in: the connective tissue between the website, the CRM, the reporting layer, and the people who use it to make decisions.
Customer Intelligence Ecosystem
How website experience, CRM workflows, and reporting connect end to end. The flow below reflects an actual implementation — not a generic architecture diagram.
- 01Website ExperienceBehavioural events captured at sourceSource
- 02Klaviyo Custom MetricsCustom events define intent signalsPipeline
- 03Klaviyo ProfilesUnified profile enriched in real timePipeline
- 04Make.com AutomationOrchestration layer routes signals downstreamPipeline
- 05Salesforce ReportsReporting layer with cross-filtered viewsPipeline
- 06Sales VisibilityAdvisors see what to action and whenOutcome
Collector Identity & Experience Architecture
One website. Three identities. The experience changes with who is looking.
A single catalogue served collectors at very different stages. Pricing, access, and advisor signals had to vary by identity without fragmenting the brand.
Identity-aware components driven by CRM segment and entitlement flags. Conditional pricing, access tiers, and advisor surfaces share one design system.
Advisor-qualified inquiries rose materially. VIPs saw fewer dead-ends and higher-value enquiries reached the right relationship managers faster.
- View artworks
- View exhibitions
- Enquiry CTA
- Limited account features
Behavioural Intelligence Infrastructure
Website activity becomes structured CRM intelligence the moment it happens.
Behaviour signals were scattered across analytics, email, and the site itself. Advisors had no single view of intent or readiness.
Custom event taxonomy fed into unified profiles, scored in real time, and surfaced to advisors with recommended next actions.
Sales teams stopped guessing. Outreach moved from broadcast to behaviour-led, with measurably higher response rates.
Commercial Intelligence Reporting
A reporting layer built from CRM data — where filters compose and the numbers stay honest.
Leadership had dashboards but not decisions. Filters worked in isolation and totals contradicted across views.
A single dataset modelled from CRM, exposed through cross-filtered views where segment, region, and programme combine consistently.
Weekly commercial review compressed from days of preparation to a working session against one source of truth.
| Name | Segment | Region | Score | Recent activity | Recommended action |
|---|---|---|---|---|---|
| Mei Laurent | VIP | Europe | 98 | Opened advisor email | Advisor call within 48 hours |
| Theodore Nakamura | VIP | Europe | 98 | Repeat-viewed sculpture | Advisor call within 48 hours |
| Mei Ashford | VIP | Europe | 98 | Saved 3 artworks | Advisor call within 48 hours |
| Beatrice Okonkwo | VIP | Asia Pacific | 98 | Opened viewing room | Advisor call within 48 hours |
| Ines Voss | VIP | North America | 98 | Inquired about Kusama | Advisor call within 48 hours |
| Greta Bridger | VIP | Europe | 98 | Viewed Hockney print | Advisor call within 48 hours |
| Greta Chen | VIP | North America | 98 | Saved 3 artworks | Advisor call within 48 hours |
| Eleanor Tanaka | VIP | Europe | 98 | Viewed Hockney print | Advisor call within 48 hours |