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Contentsquare study — vendor-published; fieldwork dates and margin of error undisclosed
PPC Land · Sep 2 AEOGEO

Contentsquare: poor sites push AI shoppers toward rivals

A Contentsquare survey of 2,000 consumers in the US and France found that when an AI-recommended website disappoints a shopper, 23% switch to a competitor and 16% abandon the purchase — only 3% buy anyway, per PPC Land. The same survey found 21% of respondents had seen AI-provided product information contradict what a brand’s own website showed. Contentsquare CMO Jean-Christophe Pitié said visibility “only creates value if it converts.” Contentsquare did not disclose fieldwork dates or a margin of error for the survey.

Why it matters: Citation and visibility work is wasted the moment the landing page contradicts what the AI said or fails to close the sale, which is a page-experience problem AEO tactics alone don't fix.

Via PPC Land ↗

Posted to the wire September 2, 2026.