Getllmspy Blog
Share of Voice for AI answers: practical methodology
2026-05-10 • ~6 min
Share of Voice in LLM monitoring is the share of selected models that mention your brand at least once in a defined scenario set. It is a benchmarking metric, not market share.
What SoV is
SoV = models with at least one mention / total models in scope for the run.
Common misreads
Do not compare SoV across runs with different model sets or prompt-pack breadth.
Decision use
Use SoV with sentiment, quote quality, and stability indicators to make prioritization decisions.
Document model scope and run date in every report so SoV can be interpreted correctly by stakeholders.
Continue with a practical run in Run check and compare your next snapshot with this baseline.