AI Shopping Visibility for Shopify in 2026 AI Shopping Visibility is the ability of a product to be confidently understood, verified, and recommended by AI systems during purchase decisions. If an AI system cannot verify your product data with high confidence, it will not recommend your product even if your SEO performance is strong. This is not a ranking problem. This is a recommendation eligibility problem.