AI Visibility Metrics Calculator

    Enter aggregate prompt-test results or upload a CSV to calculate AI mention rate, citation rate, recommendation rate, average observed rank, share of voice, provider coverage, and cited-page breadth using transparent formulas.

    Start tracking AI visibility

    Start with your prompt-test data

    Enter totals below or import the completed CSV template.

    Step 1 of 3

    Test scope

    Enter how many prompts and AI providers you tested.

    What this tool measures

    Descriptive metrics from the prompt-test observations you enter or upload.

    How to use it

    1. 1

      Provide the input

      Enter aggregate test totals or upload the CSV template.

    2. 2

      Configure the check

      Keep the tested prompt set consistent when comparing periods.

    3. 3

      Use the results

      Compare providers and competitors without merging distinct metrics.

    Move from a one-time check to continuous AI visibility

    Monitor prompts, competitors, mentions, citations, and the pages AI systems use. Then turn the evidence into content and client-ready reporting.

    Start a free AI visibility audit

    If you checked a URL, its domain is carried into project setup in this browser.

    Research and official sources

    Recommendations are tied to current provider documentation, standards, academic research, or clearly labeled vendor studies.

    AI Performance

    Microsoft Bing Webmaster Tools

    official

    Citations, cited pages, and grounding queries are distinct metrics.

    Limitation: Citations do not equal clicks, authority, conventional ranking, placement, or causality.

    vendor-research

    Brand mentions and linked citations are distinct observations.

    Limitation: Vendor study with a time-bound sample and platform selection.

    vendor-research

    Mentions, citations, cited pages, and share of voice should be tracked separately.

    Limitation: Vendor methodology is not a universal provider standard.

    Methodology v1.1 · Last reviewed 2026-08-11

    Frequently asked questions

    Does this guarantee visibility in AI answers?

    No. The tool measures observable signals or calculates from your inputs. Retrieval, mentions, citations, and rankings remain controlled by each provider.

    What is AI share of voice?

    Here it is the brand’s observed mentions divided by all tracked brand and competitor mentions in the same sample.

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