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High-SKU Shopify Plus merchants are losing millions to the 'Discovery Deficit'—where deep inventory remains completely invisible to legacy search. This guide explores why traditional keyword searches and complex filter lists fail, and how an autonomous, conversational shop guide restores conversion flow.