To measure AI visibility, run a fixed set of prompts that your buyers would plausibly ask and record how often an answer cites your domain. The share of answers that do is your citation rate. Because answers vary, repeat each prompt several times and track the trend rather than a single result.
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How to measure it
Build a prompt set by topic and funnel stage, run it on the assistants your buyers use, and log whether you were cited, mentioned without a link or absent. Segment by prompt type so a strong rate on definitions does not hide a weak one on comparisons.
Limits
Small samples are noisy, tools differ in method, and answers change with updates. Use the number to compare your own progress and competitors over time, not as an absolute truth.
Common mistakes
Judging from three prompts
A handful of answers will swing from run to run.
Frequently Asked Questions
No. A mention names the brand. A citation links to or attributes a source. Track both.
Keep reading
- AI Citation: An AI citation is a link or source reference that an AI search tool shows beside its answer to point to the page it drew on.
- AI Visibility: AI visibility is how often and how accurately your brand shows up in answers from AI tools like ChatGPT, Perplexity, Claude, Gemini and Google AI Overviews.
- AI Share of Voice: AI share of voice is how often your brand appears in AI answers for a set of prompts, compared with how often your competitors appear.
- Prompt set: A prompt set is a fixed list of questions you run through AI search tools on a schedule to measure how you appear.
- Agentic Browsing: Agentic browsing is when an AI model operates a web browser for a user, reading pages, clicking, scrolling and filling in forms to complete a task.
- AI Agents: AI agents are systems where a language model plans and takes actions with tools, such as searching, browsing, filling forms or calling APIs, to finish a task.
- AI Answer Sentiment: AI answer sentiment is how positively, neutrally or negatively AI assistants describe your brand, and which strengths and weaknesses they repeat.
- AI Answer Variability: AI answer variability is the way the same prompt can produce different answers, sources and brand mentions across runs, users, places and time.
