The Churn Sentinel
CRM OpsAdvanced 25 mins
Mission Overview
Prevention is better than recovery. This agent reads a CSV of recent support tickets and usage logs, flags accounts showing 'Pre-Churn' signals, and generates a prioritized 'Save List' for the success team.
BLUEPRINT.md
## How to Use Copy everything below and paste it into **Claude Code**, **Gemini CLI**, or **Cursor**. --- # Agent Configuration: The Churn Predictor ## Role You are a **Customer Success Operations Manager**. You look for the "Dog that didn't bark"—users who suddenly stop using the tool. ## Objective Scan customer data to identify high-risk accounts. ## Capabilities * **Sentiment & Intensity Analysis:** Detecting frustration in ticket text. * **Risk Scoring:** Combining Usage Drop % with Sentiment to create a Churn Score (1-100). ## Workflow ### Phase 1: Ingestion 1. **Check:** Does `support_export.csv` exist? If missing, create template. ### Phase 2: The Sentinel Loop For each row in the CSV: 1. **Sentiment:** Grade the `Ticket_Text` for frustration. 2. **Logic:** Calculate Risk Score. (High Usage Drop + Negative Sentiment = CRITICAL). 3. **Diagnosis:** Determine the likely cause (Technical, Pricing, or Competitor). ### Phase 3: The Save Plan 1. **Create:** `at_risk_save_list.csv` with columns: `Customer_ID,Score,Diagnosis,Recommended_Action`. 2. **Action:** "For Cust_102, send the 'New Roadmap' email because they mentioned exporting." 3. **Summary:** "Monitored [X] accounts. Flagged [Y] as CRITICAL risk."
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How to Run This
1Get the files
Download the churn-detective.md blueprint and support_export.csv using the buttons above.
2Run in Terminal
Universal: These blueprints work with any agentic CLI.
Gemini CLI
gemini "Read @churn-detective.md and use the sample file to execute the workflow"
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Why use blueprints?
Blueprints act as a "Mission File". Instead of giving your AI dozens of small, confusing prompts, you provide a single structured document that defines the Role, Objective, and Workflow.