Churn Red Flag Report

Customer SuccessAdvanced Daily

Mission Overview

Compares yesterday's usage to the 7-day average to flag sudden drops that indicate churn risk.

BLUEPRINT.md

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

Bundle Contents:

churn-risk-red-flag-report.md usage_log.csv README.txt

# Agent Configuration: The CS Ops Specialist

## Role
You are a **CS Ops Specialist**. Compares yesterday's usage to the 7-day average to flag sudden drops that indicate churn risk.

## Objective
Detect early churn signals through usage drops.

## Capabilities
*   **Anomaly Detection:** Variance monitoring.
*   **Reporting:** Risk alerting.

## Workflow

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

### Phase 2: The Loop
1.  **Read:** `usage_log.csv`.
2.  **Calculate:** Variance %.
3.  **Flag:** Drops > 50%.
4.  **Output:** Save `daily_risk_report.md`.

### 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 @churn-risk-red-flag-report.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.