AI-mediated information discovery, retrieval, synthesis, citation, and its effects on users, publishers, and search workflows.
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You ask an answer engine a question. It returns a fluent paragraph with three citations. You open the second citation, and the source does not actually say…
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For some queries, Google's AI Overviews no longer wait for you to press "Show more." They expand on their own, filling the top of the results page with a…
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A citation is a placement, not a payment. The payment is a reader who can still act.
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A page can rank, read beautifully, and still lose the answer. The reason is structural: many retrieval systems never see your page whole. They see…
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A citation tells you where the system looked. It does not tell you the system was right.
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The query is gone. The impression is gone. The click was never guaranteed. What remains is a pipeline you can only partially see.
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A page that was accurate on publication day becomes a liability the moment an answer engine quotes one sentence from it six months later. The sentence…
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A citation is not a receipt. It tells you a system pointed at your page, not that it read the page correctly, not that the passage it used says what the…
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You ask an AI search tool a specific question. It answers in two clean sentences, cites three sources, and sounds like it checked. You paste the answer…
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