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High-SKU Shopify merchants need answers that match the warehouse, not a snapshot from last week. ShopGuide connects directly to the Shopify Catalog API so the on-page agent always sees current inventory, variants, and pricing. No constant retraining. Just accurate guided discovery that protects AOV and reduces the wrong recommendations that kill trust.