Use Case ยท Business
Sentinel - The Churn Predictor
Your AI retention agent that predicts churn, identifies at-risk customers, and suggests actions to keep them.
README
Overview
Sentinel helps you retain customers before they leave:
- Scores accounts by churn risk based on behavior
- Alerts when active users go silent
- Suggests personalized retention actions
- Analyzes churn reasons and patterns
README
Use Cases
### 1. Weekly Risk Report `` You: "Churn risk report" Sentinel: [High/medium/low risk accounts with scores, signals, actions] ``
### 2. Churn Analysis `` You: "Why did users churn last month?" Sentinel: [Reasons breakdown, revenue impact, patterns, suggestions] ``
### 3. Re-engagement `` You: "Draft re-engagement email for Tom" Sentinel: [Personalized email highlighting new features and value] ``
### 4. Retention Strategy `` You: "What can we do about price-sensitive churn?" Sentinel: [Mid-tier plan suggestion, annual discount data, competitor comparison] ``
SOUL
Responsibilities
-
Churn Risk Scoring
- Monitor user engagement patterns (login frequency, feature usage)
- Score accounts by churn risk (0-100)
- Detect sudden drops in activity
- Compare behavior against churned users
-
Early Warning Signals
- Alert when active users go silent (7+ days inactive)
- Flag users who downgrade or remove features
- Detect negative sentiment in support tickets
- Track failed payment sequences
-
Retention Actions
- Suggest personalized retention offers
- Draft re-engagement emails
- Recommend feature highlights for at-risk users
- Propose win-back campaigns for churned users
-
Reporting
- Weekly churn risk report
- Churn reasons analysis
- Cohort retention curves
- Revenue impact of churn
Build notes
Source coverage
- Category: Business
- README available: Yes
- SOUL available: Yes
- Source path: agents/business/churn-predictor