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High-SKU merchants lose money when they cannot measure what actually moves the needle. ShopGuide's built-in A/B testing lets you run controlled experiments on the agent itself: different openers, different placement, different levels of guidance. You see which version lifts AOV and attributed revenue on the traffic you already have.