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Detecting content that is not relevant to your site helps you keep your site topically relevant. An expert site about burger should not be trying to talk about cars. This is vice-versa. By keeping your site relevant to your topic, you can increase your rankings and reduce crawl loss.
Anomaly detection uses algorithms and statistics to identify relevant outliers in the data. The data in this case are the vector embeddings of your site.
Statistics is math at the end of the day. As with any algorithm, you will need a human touch to identify if the data is telling the correct story or not. Think of it as a way to speed up your process of finding irrelevant content!
Absolutely not! As there is some content that likely was not picked up by the algorithms, there are likely some false flags as well. Use good judgement and the detection software as a tool in your site analytics toolbox.
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