Executive Diagnostic
How mature is your retention decisioning system?
Most companies can predict churn. Few can prove which action creates incremental customer value. Take the assessment to benchmark your maturity and get a prioritized roadmap.
7
Maturity levels
10
Scored dimensions
6
Industry contexts
~8 min
To complete
The Maturity Curve
Seven levels — from reporting churn to optimizing customer value.
Your maturity is not defined by model sophistication. It is defined by the quality of your decision loop.
0
Level 0
Retrospective churn reporting
"What happened?"
1
Level 1
Static churn prediction
"Who is likely to churn?"
2
Level 2
Risk-based campaigns and playbooks
"Which high-risk customers should we contact?"
3
Level 3
Fresh-signal & timing-aware intelligence
"Who is at risk now, and when is the decision window?"
4
Level 4
Causal measurement and experimentation
"Would this customer have stayed without the intervention?"
5
Level 5
Uplift-based customer value decisioning
"Which action, if any, creates the highest incremental value?"
6
Level 6
Closed-loop adaptive customer value optimization
"How does the system continuously learn better policies?"
The Conceptual Shift
Churn models rank risk. Decisioning systems rank incremental value.
Traditional
Traditional churn model
- Predicts churn risk
- Ranks high-risk customers
- Routes customers into campaigns
- Measures response or save rate
Decisioning
Retention decisioning system
- Estimates incremental value
- Chooses best action — or no action
- Applies cost, capacity, and policy constraints
- Learns from randomized evidence
"Prediction without action is economically incomplete."
"Risk is not responsiveness. Offer acceptance is not incrementality."
"The hard problem is not scoring. It is learning which actions change outcomes."
Take the assessment
Benchmark your decisioning maturity in under 10 minutes.
Ten dimensions. Seven levels. A scoring engine designed against the same constraints used by mature decisioning programs in telecom, financial services, SaaS, marketplaces, and consumer subscription.
- D1Outcome definition0–6
- D2Signal freshness0–6
- D3Timing intelligence0–6
- D4Treatment / action logging0–6
- D5Experimentation discipline0–6
- D6Causal modeling0–6
- D7Economic optimization0–6
- D8Action catalog maturity0–6
- D9Operational integration0–6
- D10Learning loop0–6