If you run more than one ecommerce brand — or you're an agency managing a roster of Shopify stores — the question "what's the best AI visibility tool for ecommerce?" has a different answer than it does for a single-store owner. You're not tracking one brand across ChatGPT, Gemini, Claude, and Perplexity. You're tracking five, or fifteen, and every one of them is fighting to be the name an AI assistant recommends when a shopper asks for a product. The stakes are no longer theo