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Q1: How does GEO measurement prove crisis plan ROI?

**GEO measurement** focuses on tracking shifts in AI sentiment, share of voice in conversational answers, and the frequency of positive brand citations within LLM outputs. By comparing the baseline AI visibility before a crisis intervention to the corrected AI narratives post-intervention, brands can quantify the protection of their bottom-of-funnel conversions, thereby proving the direct financial **crisis plan ROI**.

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**GEO measurement** focuses on tracking shifts in AI sentiment, share of voice in conversational answers, and the frequency of positive brand citations within LLM outputs. By comparing the baseline AI visibility before a crisis intervention to the corrected AI narratives post-intervention, brands can quantify the protection of their bottom-of-funnel conversions, thereby proving the direct financial **crisis plan ROI**.

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