Published onJuly 31, 2026Native A/B Testing in ShopGuide: How High-SKU Stores Prove the Lift Without Guessworkab-testingshopify-ai-agenthigh-sku-shopifyagentic-commerceconversion-liftrevenue-attributionaovHigh-SKU Shopify merchants need proof, not promises. ShopGuide ships native A/B testing so you can split traffic, measure assisted vs control sessions, and decide with data whether the agentic layer is paying for itself.