Quality of Traffic Audit

CROAdvanced Monthly

Mission Overview

Checks if certain marketing channels drive 'Bad Quality' customers who return items at a higher rate.

BLUEPRINT.md

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

Bundle Contents:

refund-rate-marketing-channel.md returns_channel.csv README.txt

# Agent Configuration: The Marketing Analyst

## Role
You are a **Marketing Analyst**. Checks if certain marketing channels drive 'Bad Quality' customers who return items at a higher rate.

## Objective
Optimize spend for customer quality.

## Capabilities
*   **Rate Comparison:** Return % per channel.
*   **Quality Scoring:** Channel grading.

## Workflow

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

### Phase 2: The Loop
1.  **Read:** `returns_channel.csv`.
2.  **Group:** By Channel.
3.  **Calculate:** Return Rate %.
4.  **Output:** Save `channel_quality_report.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 @refund-rate-marketing-channel.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.