Explain AI Visibility evidence
For every successful provider result, the app keeps the answer text and source URLs. It separates the merchant’s known domains from brand-only, product, and inferred matches. Competitors are shown in the context of the same buyer question and provider.
Citation intelligence distinguishes independent publishers from competitor stores, retailers, marketplaces, and redirect domains. The merchant can classify an entity as Track, Not relevant, Retailer, Marketplace, Publisher, or Same brand / alias.
Explain product readiness
The Scan and Improve audit uses Shopify Admin API data to show specific gaps in active SKUs. It inspects available titles, descriptions, known fact structures, vendor or brand, product type or category, primary image, alt text, SKU or barcode, price, and variant options.
A reported gap is not a claim that an AI provider applied a penalty. It identifies information that is missing, unclear, or difficult to compare and that the merchant can review in Shopify.
The next step is a bounded Fix, limited to fields the current product can safely prepare and publish.