AMZ123 has learned that a report released by Shopify in mid-October, The Entrepreneur Effect, noted that visitors entering a store through AI recommendations were 80% more likely to make a purchase than those from organic search, a figure that has since been widely cited. However, the August version of the same report omitted a key qualifier when it was publicly disclosed: the percentage applies only to visitors who landed directly on product pages, and visitors who left after landing on the homepage were not counted. Shopify’s first-quarter data released in May showed the figure was close to 50%, and likewise only counted sessions that started on product pages, while not disclosing the number of stores and session volume involved, nor the absolute conversion rate.

Currently, the organization with the longest-running tracking of this issue is Adobe. By its own account, the company evaluated more than one trillion visits to U.S. retail websites and compared AI visitors with other visitors: the results in early 2025 were not ideal, with visitors from AI chats purchasing 49% less in January and 23% less in July; as the holiday season arrived, the trend reversed, and by July 2026, AI visitor conversion rates were 60% higher, while revenue per visit rose by 53%.

The most rigorous independent study to date comes from the University of Hamburg and the Frankfurt School of Finance and Management and was published in Marketing Science. It analyzed data from 973 online stores and found that visitors from ChatGPT purchased more frequently than those from paid social channels, but less frequently than those from all other traditional channels. However, the study’s data runs through July 2025, which is exactly at the turning point of Adobe’s data curve.

As for the reason for the improvement in conversion performance, none of the data sources provided a clear explanation. A more reasonable speculation is that after consumers complete product comparisons in chat, they often click through to a page only when they are already approaching the decision stage. In terms of actual revenue impact, the contribution of AI traffic is still limited. According to SE Ranking’s assessment of the German market, traffic from AI platforms averaged only 0.32% of total website traffic from January to April 2026. Even calculated using the 60% higher conversion rate measured by Adobe in the U.S., this equates to only about 0.5% of order volume. In addition, Shopify itself pointed out a measurement blind spot: clicks from Google AI Overview are classified as organic search in conventional analytics tools, so merchants can currently only roughly estimate their own AI traffic conversion performance.

AMZ123’s Take

AI recommendation conversion is overstated; actual traffic accounts for only 0.32% and contributes about 0.5% of orders, so sellers do not need to bet heavily on it. It is recommended to treat AI channels as incremental tests and prioritize optimizing product page conversion rather than blindly chasing the concept.

Source: AMZ123
Original link: https://www.amz123.com/kx/n5p5KiUP