Measuring Share of Voice in LLM Answers With Pandas
This story is from 2026-10-10. It is preserved in the archive; the latest stories are on the live feed.
"Are we visible in ChatGPT?" is a weaker question than "when ChatGPT answers questions in our category, who does it recommend, and how often is it us?" That second question is share of voice (SOV), and it's the metric that makes AI visibility data useful for competitive decisions. This post compute…
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- 2026-10-10 15:00 · DEV Community — AI
Measuring Share of Voice in LLM Answers With Pandas