Overview

Subscription Program Analyzer is a deep diagnostic of subscription health from Shopify data — the subscription vs one-time split, implied churn, product-level penetration, subscription unit economics and cohort-based lifecycle.

What it does

• Revenue split — subscription vs one-time, and the trajectory.

• Churn inference — implied churn from order-frequency gaps.

• Penetration — subscription share by product.

• Unit economics — AOV, discount rate and revenue per unit.

• Cohort lifecycle — retention curves over time.
  
  

How to use it

1. Connect Shopify.

2. Ask for a subscription analysis.

3. Shadow reads the order data and infers churn.

4. Get the health read — and where to intervene.

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

What it needs

Connected Shopify with subscription order history.

What you get

A subscription health read: revenue split, implied churn, product penetration, unit economics and cohort retention.

Not the right skill when…

• You want entry-product LTV → use Entry Product Analyzer, instead

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

• You want a loyalty program → use Loyalty & Referral Designer, instead