Customer Segmentation

Know who your best customers are. Act to recover the ones slipping away.

The Job to Be Done

An omnichannel retailer with thousands of customers needed to grow revenue from their existing customer base. They didn’t have a unified view of customer behavior and important questions were unanswered:

• Which customers are most valuable, and are they being treated that way?
• Which customers are quietly churning, and can they still be saved?

Retention spend was being misdirected and revenue was leaking silently from customers who purchased once and were never re-engaged.

Results

xVector developed an app that delivered actionable customer segmentation and a Customer 360 Dashboard. A clearly defined Champion segment was identified with high frequency, recent purchases, and strong predicted CLTV. A secondary Potential Champions group showed similar purchase patterns but lower recency, representing a high-yield re-activation opportunity. The Needs Action segment dropped off sharply after an initial purchase—the single highest-impact retention opportunity.

Annual upside from targeted campaigns to these segments was estimated at 15% on their revenue base.

Platform Capabilities Applied

Data Layer

• Entity-centric customer table—transactions, products, and geography unified
• Pre-computed segment metrics, refreshed on a configurable schedule

Segmentation

• K-Means clustering with automatic K-selection
• RFM feature engineering—Recency, Frequency, Monetary Value
• 12-month CLTV prediction per customer

Insights Analytics

• Customer 360 Dashboard with drill-down by segment, cohort, product, and day-of-week
• Sankey flow diagrams for product-to-segment attribution
• Cohort revenue trend analysis across acquisition years

Action Layer

• Segment-level action recommendations with priority scoring
• Output ready for CRM sync