<b>Most "GEO tracking tools" are selling you a screenshot of one AI session and calling it data.</b>
LLM outputs are non-deterministic. The same prompt cites you today, ignores you tomorrow, and personalizes per user. A tool that runs one query and reports "you're cited" is measuring weather, not climate.
<b>Citation share only means something across hundreds of runs over weeks. Anything less is a vibe.</b>
Demand sample sizes from your GEO vendor or stop paying them. Tell me I'm wrong.
Overview Hot Take
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<b>Most "GEO tracking tools" are selling you a screenshot of one AI session and calling it data.</b>
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