Industry observation, opinion and analysis. Search, AI, the things surrounding them, and the occasional digression into why the latest acronym still doesn't mean sustainable growth or success.
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Five separate changes in eighteen months. None of them touched rankings, relevance or retrieval. All of them touched the layer underneath — how rank trackers, SERP APIs, schema validators and analytics platforms observe what Google is doing. If your reporting has felt slightly off lately, this is probably why.
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