Measure AI share of voice across brand, competitor, and prompt clusters.
Compare how often your brand appears against competitors in AI answers, recommendations, and cited source sets.
What the page helps you evaluate
Judge AI visibility by evidence, not a detached score.
Commercial AI search pages should help teams decide what to monitor, what evidence matters, and what work should happen next.
Prompt-level evidence
See the answer snapshot behind the score so teams know what customers actually see.
Competitor context
Track which brands appear beside you, above you, or instead of you for the same prompt.
Citation intelligence
Classify owned, competitor, review, directory, media, and community sources that shape AI answers.
Action briefs
Convert weak answer evidence into clear content, source, crawler, and reporting actions.
Workflow
Move from the search query to a repeatable operating loop.
Competitive benchmarking
Measure whether competitors appear more often for high-value prompt clusters.
Executive reporting
Report movement with answer snapshots and citations instead of a naked score.
Market expansion
Segment share by use case, country, language, and answer engine.
Questions buyers ask
What is AI share of voice?
It is the share of monitored AI answers where your brand appears compared with competitors in the same prompt set.
Should share of voice include citations?
The strongest reports show both mention share and citation support so the team can explain why movement happened.
Next paths