Publishing a webpage before an AI’s stated cutoff date does not guarantee the model actually read or learned that content. Automated collection gaps and strict quality filters eliminate the vast majority of web pages long before training even begins. As a result, web strategies should focus on real-time search visibility rather than assuming older content is permanently stored in an AI’s memory.
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