VIALTRY FAQ

AI product-data questions, answered simply.

A practical explanation of how product information helps Shopify brands become easier to understand across search and AI shopping experiences.

Does structured data alone make a product appear in AI recommendations?

No. Structured data helps machines understand product facts, but recommendation systems can also use the visible product page, product feeds, reviews, reputable third-party sources and the shopper’s query. Better data improves clarity; it does not guarantee a recommendation.

What product information matters most?

The answer depends on the category. Examples include material and fit for apparel; active ingredients and skin suitability for skincare; and dosage, dietary information and certifications for supplements. The information should be factual, consistent and easy to find.

Why use Shopify metafields?

Metafields let a brand store specific product facts in a structured way, separate from marketing copy. They are useful for information that varies by product and needs to remain consistent across a catalog.

Can Vialtry change product pages directly?

Vialtry prepares product-data improvements for Shopify stores. The appropriate workflow is to review proposed factual changes before they are published.

Check your store’s product-data readiness →