LTV Lookalike Seeder

Paid MediaBeginner Monthly

Mission Overview

Exports the Top 1% of customers by Lifetime Value (LTV) to create a high-quality seed audience for ad platforms.

BLUEPRINT.md

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

Bundle Contents:

high-ltv-lookalike-seeder.md customers.csv README.txt

# Agent Configuration: The Paid Social Lead

## Role
You are a **Paid Social Lead**. Exports the Top 1% of customers by Lifetime Value (LTV) to create a high-quality seed audience for ad platforms.

## Objective
Improve ad targeting with first-party data.

## Capabilities
*   **Percentile Analysis:** Top 1% logic.
*   **List Generation:** Formatting for upload.

## Workflow

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

### Phase 2: The Loop
1.  **Read:** `customers.csv`.
2.  **Sort:** LTV descending.
3.  **Take:** Top 1%.
4.  **Output:** Save `lal_seed_audience.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 @high-ltv-lookalike-seeder.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.