Product pages now lead AI search citations, making citation strategy the new SEO battle.

2 min read · Guillaume

This week, we're looking at how AI search is changing the game for product pages. The data shows product pages are now leading AI citations, which means citation strategy is becoming the new battleground for SEO. We'll break down what that means for your marketing efforts.

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Product Pages Get 24% Of AI Citations, Reddit & YouTube 4% via @sejournal, @gregjarboe

A new study from Ten Speed reveals that in AI search results for B2B buyers, product pages get 24% of citations, while Reddit and YouTube each get only 4%. That's a six-to-one advantage for product pages. The study was rigorous, verifying results through six pointed fact-check questions. For marketers, this means your product page content is more critical than ever for appearing in AI answers.

Source · Product Pages Get 24% Of AI Citations, Reddit & YouTube 4% via @sejournal, @gregjarboe

Google AI Mode Prices Differ From Product Carousel For Same Items via @sejournal, @MattGSouthern

Google's AI Mode is showing different products and prices than the regular search results carousel. In fact, for the same items, AI Mode rarely lists the same products, and when it does, it often shows a different seller. This divergence suggests that AI Mode uses different ranking signals, so your optimization strategy for traditional search may not carry over. It's worth monitoring how AI Mode presents your products.

Source · Google AI Mode Prices Differ From Product Carousel For Same Items via @sejournal, @MattGSouthern

The Next AI Protocol Won’t Save Your SEO Strategy via @sejournal, @billhunt

Bill Hunt argues that the next AI protocol won't save your SEO strategy. Publishing a format isn't the same as possessing the knowledge. What matters is knowledge architecture—how you structure and present your expertise. AI systems reward clear, well-organized information. So instead of chasing the latest protocol, focus on building a solid knowledge foundation that AI can understand and trust.

Source · The Next AI Protocol Won’t Save Your SEO Strategy via @sejournal, @billhunt

Using LinkedIn for AEO: How marketers can use social media to improve their AI visibility [experiment]

An experiment shows that LinkedIn profiles are appearing in Perplexity's AI answers for B2B research. When searching for reports or insights, the source list often includes Gartner, McKinsey, a peer-reviewed paper, and then a LinkedIn profile. This suggests that active LinkedIn presence can boost your AI visibility. Marketers should consider optimizing their LinkedIn profiles and content to be cited by AI tools.

Source · Using LinkedIn for AEO: How marketers can use social media to improve their AI visibility [experiment]

AEO mentions vs. citations: Key differences explained

There's a key difference between an AEO mention and an AEO citation. A mention is when your brand name appears in an AI answer, but a citation is when it's linked to a source. If you're only tracking mentions, you might think you're doing well, but the traffic won't materialize because citations drive clicks. Make sure you're measuring the right metric to understand your true AI visibility.

Source · AEO mentions vs. citations: Key differences explained

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