- AI presence rate
- How often a business is named when an answer engine responds to the prompts a buyer would actually ask, expressed as a percentage with a confidence interval. A presence rate without an interval is a guess dressed as a fact, because AI answers change every time they run.
- Share of voice
- The portion of relevant AI mentions that go to a given business, measured against the competitors named in the same answers. If your name appears in one of every six mentions across a set of local prompts, your share of voice is about seventeen percent. It reads competitive position more cleanly than a raw presence number on its own.
- Confidence interval (Wilson)
- A range that expresses how sure a measurement is. An engine might name a business in four of ten runs today and six of ten tomorrow, so a single number misleads. Running each prompt repeatedly and reporting a 95% Wilson interval shows the real spread, and it is what lets you call a change confirmed only when two intervals stop overlapping.
- Geo-grid
- A lattice of coordinate points across a metro, each used to ask the same question from a different location. It exists because the best dentist near me resolves differently on the north side of a city than the south. A geo-grid measures local visibility the way a real buyer experiences it, block by block, instead of as one national average.
- Multi-run sampling
- Asking the same prompt several times and aggregating the results, rather than trusting one response. It is the only honest way to measure a system that answers differently each time, and the sample size is what feeds the confidence interval.
- Tracked prompt
- A single buyer question watched over time, such as who is the best orthodontist in Austin. You track presence per prompt, per engine, so you can see which questions you win, which you lose, and which moved after a fix.
- Supported presence
- A mention where the engine also cites the business's own website, not just a bare name-drop. Supported presence is sturdier, because it is anchored to a source the model can point to. Unsupported presence can vanish the next time the model runs.