Decoding Rufus: Key factors behind AI product recommendations

Since AI-assisted shopping began dominating the commerce industry conversation, countless opinion pieces have proposed various strategies and tactics for improving brand visibility. But very few have validated these ideas with real data or applied experimentation.

To address this, Publicis Commerce brought together the complementary expertise of Profitero+ and Mars United Commerce, who partnered with leading brands to scientifically measure performance within Amazon’s Rufus, one of the industry’s leading agentic search engines. We sought to identify the factors that influence AI-driven recommendations and quantify their downstream impact on product visibility and sales.

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In this report, you’ll find the answers to three key questions:

• Can Rufus recommendations be influenced simply by updating product content?

• If so, what conditions must be met for content optimization to work?

• What impact does optimization for Rufus have on traffic, conversion rates, and sales?

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Download the full report to take your first step toward optimizing your brands for the next generation of commerce.

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