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High-SKU Shopify merchants lose sales every day because customers type natural language and the search bar answers with keyword matching. ShopGuide puts an on-page agent on the storefront that reads live catalog data through the Shopify Catalog API and matches real intent. No extra database. No filter wall. Just guidance that turns vague questions into confident purchases.