The Problem With Traditional Upsells
Most recommendation tools show generic upsells or "popular products." They don’t factor in:
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Customer history
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Current cart context
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Buying patterns
Agent AI changes that.
What Our Product Recommendation Agents Do
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Analyze browsing and cart activity in real time
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Check purchase history and LTV
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Recommend bundles, accessories, or higher-value alternatives
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A/B test suggestions and optimize results
Use Cases
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Recommending waterproof gear if a jacket is added to cart
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Suggesting a 3-pack instead of 1 item
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Showing complementary items based on user segment
The Technology Stack
We integrate Shopify, customer data platforms (CDPs), and analytics into a fine-tuned AI engine that adapts continuously.
Results: $18 AOV Increase for Skincare Brand
One merchant saw an $18 increase in average order value after switching from a static upsell app to a real-time AI agent built by Acorn Strategy.