You vs the set
Track your mention rate against the competitors you choose, per engine and merged.
Product · Share of Voice
Benchmark your visibility against rivals.
Your slice of the AI answer versus everyone else's, across all three engines - with significance marked so a move is only a move when the math agrees.
Competitive
You versus the set.
Real move or noise?
We only call a change real when the confidence intervals don't overlap - no chasing ghosts.
Direction over time
Watch share of voice shift run over run, with model-update events marked so you don't blame your SEO.
Trust the number
Honest by construction.
A range, not a point
Share of voice ships with a 95% confidence band, never a bare percent.
Blame the right thing
Model-update events are marked so a swing isn't mistaken for your work.
Merged + per-engine
See each engine alone and the honest merged picture across all three.