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Reference table

The three clocks behind outdated AI answers

Table of the three clocks behind outdated AI answers: training, retrieval and source, with what each governs, its lag and your influence.
Updating your site only moves one of the three.

Three separate clocks sit between a change to your product and what an AI assistant tells a buyer: the training clock in the model weights, the retrieval clock of pages fetched at answer time, and the source clock of third-party pages. The table shows what each governs, how long it lags and how much you can influence it. It explains why fresh pages and structured data fix some stale answers and not others.

Where this appears

What's in this reference table

ClockWhat it governsTypical lagCan you influence it?
Training clockFacts baked into model weights during trainingMonths to years, fixed until the next modelNo, not by any published mechanism
Retrieval clockWhich pages the system fetches and reads at answer timeMinutes to weeks, depending on index freshnessIndirectly, by keeping your own pages crawlable and current
Source clockHow current the third-party pages themselves areUnbounded: a 2006 article never expiresOnly by getting third parties to update, which is slow

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<a href="https://www.koji.so/visuals/ai-answers-three-clocks-table"><img src="https://www.koji.so/visuals/ai-answers-three-clocks-table/ai-answers-three-clocks-table.png" alt="Table of the three clocks behind outdated AI answers: training, retrieval and source, with what each governs, its lag and your influence." width="1200" height="690" /></a>
<p>Source: <a href="https://www.koji.so/visuals/ai-answers-three-clocks-table">The three clocks behind outdated AI answers</a>, Koji</p>