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"I want to know which customers are likely to accept upsells" "I want to identify highly loyal customers for special treatment"
Setting up post-customer scoring helps you never miss opportunities for LTV (Customer Lifetime Value) expansion.
Customer Scoring Purpose
While lead scoring measures "likelihood to become a customer," customer scoring measures "potential for further value creation."
What Customer Scores Reveal
| Metric | Score Judgment | Action |
|---|---|---|
| Upsell Potential | Interest in additional features | Premium plan offer |
| Cross-sell Potential | Interest in related services | Related service offer |
| Loyalty | Continued use, satisfaction | VIP treatment, referral request |
| Churn Risk | Declining usage, dissatisfaction signs | Retention initiatives |
Upsell Potential
Score JudgmentInterest in additional features
ActionPremium plan offer
Cross-sell Potential
Score JudgmentInterest in related services
ActionRelated service offer
Loyalty
Score JudgmentContinued use, satisfaction
ActionVIP treatment, referral request
Churn Risk
Score JudgmentDeclining usage, dissatisfaction signs
ActionRetention initiatives
Score Design
Positive Score (Loyalty/Upsell Tendency)
| Behavior/Status | Points | Meaning |
|---|---|---|
| Weekly product usage | +5/week | Well adopted |
| Started using new feature | +10 | Active utilization |
| Support inquiry (satisfied resolution) | +5 | Trust building |
| Advanced feature page view | +8 | Upsell interest |
| Referral program participation | +20 | High loyalty |
| NPS 9-10 response | +15 | Promoter |
| Contract renewal | +20 | Continuation intent |
Weekly product usage
Points+5/week
MeaningWell adopted
Started using new feature
Points+10
MeaningActive utilization
Support inquiry (satisfied resolution)
Points+5
MeaningTrust building
Advanced feature page view
Points+8
MeaningUpsell interest
Referral program participation
Points+20
MeaningHigh loyalty
NPS 9-10 response
Points+15
MeaningPromoter
Contract renewal
Points+20
MeaningContinuation intent
Negative Score (Churn Risk)
| Behavior/Status | Points | Meaning |
|---|---|---|
| No login for 30 days | -10 | Usage decline |
| Support inquiry (unresolved) | -5 | Accumulating dissatisfaction |
| Cancellation page view | -20 | Considering cancellation |
| NPS 0-6 response | -15 | Detractor |
| Payment failure (2+ times) | -10 | Continuation risk |
No login for 30 days
Points-10
MeaningUsage decline
Support inquiry (unresolved)
Points-5
MeaningAccumulating dissatisfaction
Cancellation page view
Points-20
MeaningConsidering cancellation
NPS 0-6 response
Points-15
MeaningDetractor
Payment failure (2+ times)
Points-10
MeaningContinuation risk
Identifying Upsell Potential
Upsell Behavior Patterns
| Pattern | Score Condition | Points |
|---|---|---|
| Approaching feature limits | Usage at 80% of plan limit | +15 |
| Interest in premium features | Enterprise feature page view | +10 |
| Team expansion | Additional user request | +12 |
| Advanced usage | API usage started | +8 |
Approaching feature limits
Score ConditionUsage at 80% of plan limit
Points+15
Interest in premium features
Score ConditionEnterprise feature page view
Points+10
Team expansion
Score ConditionAdditional user request
Points+12
Advanced usage
Score ConditionAPI usage started
Points+8
Early Churn Risk Detection
Churn Risk Response Workflow
Trigger: Customer score drops below 30
Detect risk customer
Urgent notification to CSM
Slack + Retention follow-up task
Action
Follow-up call within 24 hours / Usage status hearing / Support enhancement if needed
Score-Based Segments
| Segment | Score Condition | Initiative |
|---|---|---|
| Upsell Candidate | Score 80+ with high upsell score | Premium plan offer |
| Loyal Customer | Score 70+ for 6 months | Referral program invitation |
| At-Risk Customer | Score 30-50 | Usage promotion emails |
| Risk Customer | Score below 30 | Direct CSM follow-up |
Upsell Candidate
Score ConditionScore 80+ with high upsell score
InitiativePremium plan offer
Loyal Customer
Score ConditionScore 70+ for 6 months
InitiativeReferral program invitation
At-Risk Customer
Score ConditionScore 30-50
InitiativeUsage promotion emails
Risk Customer
Score ConditionScore below 30
InitiativeDirect CSM follow-up
Effectiveness Measurement
| KPI | Measurement Method | Target Example |
|---|---|---|
| Upsell Rate | High score customer upsell rate | 30%+ |
| Churn Rate | Low score customer churn rate | Prediction accuracy 80%+ |
| NPS | NPS distribution by score | High score customers NPS 50+ |
| LTV | Customer LTV by score | High score customers 1.5x average |
Upsell Rate
Measurement MethodHigh score customer upsell rate
Target Example30%+
Churn Rate
Measurement MethodLow score customer churn rate
Target ExamplePrediction accuracy 80%+
NPS
Measurement MethodNPS distribution by score
Target ExampleHigh score customers NPS 50+
LTV
Measurement MethodCustomer LTV by score
Target ExampleHigh score customers 1.5x average
Summary
- Separate design from lead score: Different metrics matter at customer stage
- Utilize usage data: Reflect product usage in scores
- Analyze upsell patterns: Identify common patterns from past cases
- Early churn detection: Set alerts for low scores
- Segment integration: Execute initiatives based on scores
Use customer scoring to maximize LTV and reduce churn rate.