How We Measure AI Visibility, Impressions & Citations

1. AI Citation Tracking

We track AI citation rates by executing prompt testing suites across major conversational AI platforms. We analyze how often a brand's URL or entity is cited in response to user queries.

• ChatGPT: We record whether a business is named and which sources are linked in ChatGPT search answers for a fixed set of real buyer questions.
• Google AI Overviews: We record whether an AI Overview appears for each priority query and which pages it links, and we read Google Search Console, which includes AI feature impressions in its Performance report.
• Perplexity AI: We record the numbered sources Perplexity lists beside each answer and whether the business's pages are among them.
• Microsoft Copilot: We record citations in Copilot answers, which Microsoft states are grounded through Bing search, and read the AI Performance report in Bing Webmaster Tools when the client has verified the site.

2. Google Generative AI Impressions

Google Search Console's Generative AI performance report measures impressions of site links shown in Google AI Overviews and AI Mode. We call these Google generative AI impressions. We do not rename them AI citations because an impression does not prove that the business was quoted or cited in the generated answer.

• Source label: Each case study states whether its report is public, client-reported from a private property, or independently verified from a retained artifact.
• Reporting window: We use the exact period label available in the source. We do not convert “last three months” into “90 days” without exact dates.
• Property and page aggregation: Google can count a property once at the property level while counting more than one URL at the page level. Those totals can differ and must be shown separately.
• Dimension rows: Device, country, and page rows are preserved as supplied. Any variance from the property total is disclosed instead of silently changing the source values.
• Zero values: We say “0 reported” when the comparison column shows zero because values displayed as approximately zero or unavailable can export as zero.
• Limits: Generative AI impressions do not report citations, query rank, clicks, calls, bookings, leads, or revenue.

Read Google's Generative AI performance report definition, review Google's aggregation guidance, or see these rules applied to the Laser Tagging Inc. case study.

3. Explaining Our Core Performance Claims

We publish only results that carry an evidence label, a measurement window, and a stated limitation. Performance figures without that context are not published on this website.

4. Data Exclusions and Disclaimers

While we optimize pages to maximize crawlability and entity disambiguation, we adhere to absolute transparency regarding third-party variables:

• Crawlability Limits: AI companies (like OpenAI or Perplexity) frequently update user-agent names and crawler behaviors. Disallowed paths or server blocks will impact citation rates.
• No Citation Guarantees: Search engine algorithms remain proprietary. Optimizing page layout and structure increases eligibility, but the final retrieval decision is determined exclusively by the respective engine's pipeline.
• Model Personalization: Conversational AI responses vary based on user context, chat history, and regional settings. Our metrics represent standardized agent testing protocols rather than individual consumer views.

Our Commitments

We believe that data integrity is the foundation of trust. We commit to:

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