Overview

Entry Product Analyzer identifies which products create the best long-term customers — analyzing each entry product (the priciest item in a customer's first order) and the lifetime value that follows, then classifying products into a Star / Hidden Gem / Volume Driver / Underperformer quadrant.

What it does

• Entry-product LTV — revenue after the first order, by entry product.

• New-customer volume — which products bring the most first orders.

• Repeat quality — repeat rates and repeater value.

• Strategic quadrant — Star, Hidden Gem, Volume Driver, Underperformer.

• Acquisition focus — what to push at the top of the funnel.
  
  

How to use it

1. Connect Shopify.

2. Ask which products drive the best customers.

3. Shadow analyzes entry products and downstream LTV.

4. Get the quadrant — and where to point acquisition.

Run it in-app or from Claude / ChatGPT via the Shadow MCP.

What it needs

Connected Shopify with order history.

What you get

An entry-product map: LTV and repeat quality per entry product, classified into a strategic quadrant.

Not the right skill when…

• You want subscription health → use Subscription Analyzer, instead

• You want a business audit → use Growth Audit, instead

• You want a forecast → use Revenue Forecast, instead