How long does it take to show up in AI search results?
Retrieval-based surfaces such as ChatGPT Search, Perplexity, and Google AI Overviews can reflect changes within days to a few weeks once pages are recrawled. Changes to what a base model recalls without retrieval move far more slowly, because they depend on third-party corroboration accumulating over months.
Fast wins
Technical fixes — crawlability, canonical URLs, structured data, clear answer passages — affect retrieval as soon as engines refetch the page. These are the first things we ship for a reason.
Slow compounding
Entity authority and citation density build gradually. New independent mentions have to be published, crawled, and then repeatedly encountered before a model treats them as settled fact. Plan on a quarter before base-model behavior shifts meaningfully.
Other questions
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