Quantify Customer Quality & Uncover Hidden Margin Leaks

The institutional diagnostic engine for Shopify brands. We crawl public storefront nodes, Meta ad libraries, and DOM script architecture to calculate your 5-pillar CQI ledger and recover lost first-order contribution margin.