Metrics in Rankscale
Last updated: June 15, 2026
Rankscale measures your brand's presence in AI search answers through a set of core metrics. This article explains what each metric means, how it is calculated, and how to interpret it.
How Metrics Are Built
Every metric comes from executions. An execution is one tracked attempt where Rankscale sends a search term to an AI engine and records the answer. If a search term runs on five engines, that produces five executions. All metrics are calculated from these executions across the timeframe and filters you select.
Visibility Score
The Visibility Score is your broadest "how visible are we?" metric. It summarizes how strongly your brand appears in AI answers as a single percentage. Higher is better.
It combines two signals: how often your brand is found (Detection Rate) and how high it ranks when found (Average Position). A brand that appears in every run at position 1 scores 100%. A brand that appears often but ranks low, or ranks high but appears rarely, scores lower.
The simplified formula is:
(appearances / total runs) x (1 / (1 + 0.1 x (average position - 1))) x 100
For example, a brand found in 80 of 100 runs at an average position of 2 scores about 72.7%.
Tip: Visibility Score is most useful as a headline number. The other metrics explain the reason behind it.
Detection Rate
Detection Rate answers the simplest question: did the AI answer include your brand at all? If Rankscale ran 100 executions and found your brand in 72, your Detection Rate is 72%.
It measures presence, not ranking quality. This is the metric to watch when a brand is moving from not being mentioned to being consistently included. Higher is better.
Average Position
Average Position shows where your brand tends to rank when it appears. Position 1 means it appeared first, position 2 second, and so on. Lower is better.
A brand can have a strong Detection Rate but a weak Average Position if it is usually mentioned near the bottom. Use this to understand ranking quality once you know the brand is being detected.
Top 3 Visibility
Top 3 Visibility shows how often your brand appears in one of the three most prominent positions. It is stricter than Detection Rate because it only counts high-placement appearances. Higher is better.
Use this when recommendation quality matters: being in the top 3 is usually closer to what a user notices and acts on.
Mentions
Mentions count how often your brand appears in AI answers. A mention can be your brand name appearing in a list, comparison, recommendation, or explanatory paragraph.
One answer counts as one mention, even if your brand is named several times in that answer. This keeps the metric focused on awareness across answers rather than repeated wording inside a single answer. It is a volume metric, so pair it with Average Position and Sentiment for fuller context.
Citations
A citation is a source, URL, or web reference connected to a brand mention in an AI answer. Citations show which websites AI engines use or surface when they discuss brands, products, or competitors.
A high citation count can indicate a rich source environment, but it does not automatically mean those sources are high quality or favorable. Use the citation tables to inspect the actual URLs and domains.
Sentiment
Sentiment is the tone of the AI answer when it describes your brand. Positive means favorable language, negative means unfavorable language, and neutral means factual or descriptive language without a strong angle.
Sentiment is based on the wording of the answer in context, not just on counting positive or negative keywords. It is most meaningful when your brand is found often enough to evaluate tone. If your brand rarely appears, improve Detection Rate first.
Share of Voice
Share of Voice is your brand's portion of total mentions compared with competitors. It answers not just "how often were we mentioned?" but "how much of the competitive conversation did we own?"
This is useful when mention volume shifts. Your brand can gain mentions but still lose share if competitors grow faster.
Share of Citations
Share of Citations compares how citation presence is distributed across your brand and competitors. It shows whether cited-source contexts are more associated with your brand or with others in the market. Use it when source authority matters.