Practical insights, guides and strategies to improve your visibility across Google and AI search.
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Everyone is selling llms.txt as the key to AI search. Google says on the record it does not use the file, and the bots that drive citations barely touch it. Here is the honest answer on whether your site actually needs one.
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A modern results page is a dozen different competitions stacked on one screen, and most businesses only enter one of them. Here is what every element is, what triggers it, and the specific way to win each.
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New primary research found that AI tools almost never return the same recommendation list twice, even for an identical prompt. That single finding invalidates an entire category of tracking products, and it changes what you should be measuring instead.
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Roughly six in ten AI citations link to a page without ever naming the brand behind it. Worse, the evidence suggests citations are chosen after the answer is written, which means your content can be quietly funding a recommendation for someone else.
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In August 2026, Reddit's share of ChatGPT citations fell roughly 86% in a matter of days, with no announcement and no confirmed explanation. The lesson is not about Reddit. It is about what happens when your visibility depends on a system that can change its mind overnight.
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