6 min readMetricsMeasurement
The four metrics of AI visibility, defined precisely
Visibility Score, Share of Voice, Average Position and Sentiment — what each one measures, how we compute it, and the failure mode of reading it alone.
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Working notes on measuring and improving AI visibility. Definitions with the arithmetic attached, failure modes we hit in our own audits, and no throat-clearing — our own product flags that as an issue, so we do not get to do it here.
Visibility Score, Share of Voice, Average Position and Sentiment — what each one measures, how we compute it, and the failure mode of reading it alone.
AEO is the practice of getting your brand cited inside AI-generated answers. Here is what it measures, how it differs from SEO, and what actually moves it.
The free plan tracks 5 prompts on 1 engine weekly plus 10 keywords, with the MCP server enabled so you can ask about it from Claude or ChatGPT. See what each plan includes.