# Contentsquare: poor sites push AI shoppers toward rivals

Published: 2026-09-02T18:18:06.884Z · Source: PPC Land (https://ppc.land/bad-websites-lose-23-of-ai-referred-shoppers-to-rivals-contentsquare-finds/)
Source date: 2026-09-02
Flags: Contentsquare study — vendor-published; fieldwork dates and margin of error undisclosed

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.

## What this answers

**What happens when AI sends shoppers to a website that disappoints them?**

23% switch to a competitor and 16% abandon the purchase outright, per a Contentsquare survey of 2,000 US and French consumers reported by PPC Land — only 3% buy anyway.


Canonical: https://anythingengineoptimization.com/item/2026-09-02-contentsquare-poor-sites-push-ai-shoppers-toward-rivals/
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