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AI Discoverability
Shopify Categories and Category Metafields: The Unglamorous Work Behind AI Visibility
Assigning Shopify's standard categories unlocks the attribute fields machines shop with. What's usually missing, and which products to fix first.
AI Discoverability
The Same Product Has Four Different Names on Your Site
Admin title, SEO title, H1 and menu label all disagree about what the product is called. A one-hour spreadsheet audit to get your store...
Mobile CRO
Progressive Disclosure: Stop Showing Every Product Option at Once
A wall of variant chips reads as homework, not choice. How to stage product options on Shopify so the first decision is easy and...