AI & Search
How AI changes search, ranking, and visibility.
The AI-Search Equivalent of a Quoted Google Search: Test Whether an LLM Can Retrieve Your Exact Content Before Chasing Citations
AI-search teams spend a growing amount of time measuring citations, mentions and visibility, but a page cannot win any of those outcomes if the system cannot retrieve it in the fir...
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Schema Is Becoming an Entity Layer for AI Search, Not Just a Rich-Result Tool
Schema markup is increasingly being treated as more than a mechanism for earning stars, FAQs or other enhanced search appearances. A new Search Engine Land case study argues for a....
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Naver Search Is Testing Dynamic Shopping Result Length—The Number of Products Shown Can Now Change With User Response
Naver has started a notable Shopping Search experiment that changes something more fundamental than the ranking of individual products. From September 17 through September 24, 2026...
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Yandex AI Search Now Chooses Its Own Reasoning Depth—and Decides When a Query Needs Web Search, Tools and Agents
Yandex has added an increasingly important capability to Alice AI: the assistant now decides for itself how much computational effort a request deserves. Instead of requiring users...
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Google AI Search Is Moving From Recommending Products to Acting on Them—SEO Visibility Is Becoming Agent Visibility
Google's search-to-shopping pipeline is moving beyond product recommendations and into execution. A new set of agentic commerce updates announced on September 16 gives merchants mo...
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The Most Valuable Query May Be the One Keyword Tools Never See: The Follow-Up Question Inside an AI Conversation
The most commercially revealing search may no longer be the phrase that starts the journey.In an AI conversation, a user can begin with a broad question, add a budget constraint, r...
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AI Search May Drive Only 1–2% of Local Calls—but Most of Its Influence Can Disappear Behind Branded Searches, Untracked Calls and Prompt Drift
AI search may still look small in local lead reports, but the visible numbers can understate how often it influences a customer before the phone rings. Provider observations report...
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Deep-Search Agents Often Verify Poisoned Evidence—and Still Fail to Recover From It
Deep-search AI agents can recognize that evidence deserves additional checking and still fail to escape a poisoned information environment. A new benchmark finds that verification....
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Amazon Fails to Restore Its Block on Perplexity’s Shopping Agent—Strengthening the “AI Is a User Tool” Precedent
Amazon has failed to persuade the U.S. Court of Appeals for the Ninth Circuit to reconsider a closely watched ruling over Perplexity’s AI shopping agent, leaving intact an opinion....
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AI Assistants May Care More About How Many Reviews a Local Business Has Than Its Star Rating
Local businesses trying to appear in AI-generated recommendations may have been watching the wrong review metric. A large Uberall analysis suggests that the number of reviews a loc...
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Product Pages Captured 24% of B2B AI Citations—Nearly Six Times More Than Reddit, YouTube and Forums
B2B marketers trying to earn citations from AI assistants may be looking in the wrong place if they focus primarily on Reddit threads, YouTube videos and community discussions. In....
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