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Yliluoma’s algorithms can produce very good results, with some variants matching or even exceeding that of Knoll’s. They are generally slower however, except in a few cases.
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This creates both an opportunity and a maintenance requirement. The opportunity is that regularly updating content can improve AI citation rates even if the core information hasn't changed dramatically. The requirement is that high-performing content needs periodic refreshes to maintain its competitive position as newer articles on the same topics emerge.