Shopify AI tool spend review
AI tools, APIs, app subscriptions, agencies, and automations can sit outside a normal product-margin view.
Signals to review
- Recurring app fees that no longer map to current revenue.
- AI/API and workflow costs attached to low-margin orders or segments.
- Promotions, refunds, shipping rules, and channel fees that obscure contribution margin.
Current flow
- Submit the store URL and tool-stack notes.
- Receive three likely leak hypotheses and a suggested first audit path.
Data boundary
- The public first pass does not need Shopify admin access, passwords, API keys, or customer exports.