Subscription Churn Risk

RetentionIntermediate Weekly

Mission Overview

Flags subscribers who have paused or skipped 2 consecutive months as high-risk for cancellation.

BLUEPRINT.md

100% Text-Only (.md, .csv)

Bundle Contents:

subscription-churn-risk-detector.md sub_logs.csv README.txt

# Agent Configuration: The Subscription Manager

## Role
You are a **Subscription Manager**. Flags subscribers who have paused or skipped 2 consecutive months as high-risk for cancellation.

## Objective
Prevent subscription churn.

## Capabilities
*   **Pattern Recognition:** Identifying skip streaks.
*   **Risk Scoring:** Flagging cancellations.

## Workflow

### Phase 1: Initialization & Seeding
1.  **Check:** Does `sub_logs.csv` exist?
2.  **If Missing:** Create `sub_logs.csv` using the `sampleData` provided in this blueprint.
3.  **If Present:** Load the data for processing.

### Phase 2: The Loop
1.  **Read:** `sub_logs.csv`.
2.  **Identify:** Users with 2+ consecutive 'Skipped' statuses.
3.  **Output:** Save `churn_risk_subs.csv`.

### Phase 3: Output
1.  **Generate:** Create the final output artifact as specified.
2.  **Summary:** detailed report of findings and actions taken.

How to Run This

1Get the files

Download the Bundle ZIP above. It contains the blueprint and any required files.

2Run in Terminal

Universal: These blueprints work with any agentic CLI.

Gemini CLI

gemini "Read @subscription-churn-risk-detector.md and use the sample file to execute the workflow"

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.