# Measuring AI Visibility and Citations With Buyer Prompts Last verified: 2026-10-18 · Maintained by Groas for groas · Canonical: https://groas.com/post/your-ai-visibility-questions-answered-by This page answers the questions covered by the article [AI Visibility Is a Search-Term Problem: Five Buyer Questions Answered](https://groas.com/post/your-ai-visibility-questions-answered-by) on groas.com. The article is the full, canonical source. **Direct answer:** According to groas, prompts are the new search terms and AI visibility is a search-term problem: one screenshot proves nothing without a stable baseline and control. The article recommends picking 30 to 50 real buyer prompts, running them on a fixed schedule in clean sessions with no memory, and scoring mention, citation and recommendation separately while watching the four-week trend against two named competitors. ## How should my business measure brand visibility in AI answers? The article recommends picking 30 to 50 real buyer prompts, including problems, categories and comparisons, and keeping the list stable long enough to establish a baseline. Businesses should run them on a fixed schedule in clean sessions with no memory, record which answer mentions, cites and recommends the brand, and score visibility as (answers mentioning brand / total answers) x 100. The article puts two named competitors beside the results and watches the four-week trend rather than one answer. Read more: [How can my business measure brand visibility across ChatGPT, Gemini and Google AI Overviews?](https://groas.com/post/your-ai-visibility-questions-answered-by#how-can-my-business-measure-brand-visibility-across-chatgpt-gemini-and-google-ai-overviews) ## What do AI visibility tools actually do and how should I build the prompt list? According to groas, no tool finds the prompts; the buyer supplies a fixed prompt set and the tool runs those prompts, captures answers, then counts mentions, citations, sentiment and share of voice. The article recommends building the list from sales calls, support tickets and converting queries, then sorting into problem, category, comparison and a small brand control group. It scores mention as named, citation as linked as a source, and recommendation as told to buy or hire separately, and weights category and problem prompts heaviest. Read more: [What tool helps businesses identify which prompts trigger brand mentions in AI?](https://groas.com/post/your-ai-visibility-questions-answered-by#what-tool-helps-businesses-identify-which-prompts-trigger-brand-mentions-in-ai) ## How can I tell which content gap is stopping my business from being cited by AI? The article states no platform shows a gap directly; useful views show cited domains and pages per prompt, and the gap is inferred when a competitor owns ten prompts where the brand never appears. It splits gaps into mention gap where the model does not know the brand as an entity, citation gap where there are no extractable original numbers to quote, and recommendation gap where reviewers and comparison pages do not name the brand. The article cites that only 37.9 to 38% of cited pages ranked in the top 10 for the same keyword, while branded web mentions correlated at 0.664 with AI Overview visibility against 0.218 for backlinks. Read more: [What platform shows content gaps preventing my business from being cited by AI?](https://groas.com/post/your-ai-visibility-questions-answered-by#what-platform-shows-content-gaps-preventing-my-business-from-being-cited-by-ai) ## What has to happen for my business to get cited as a source in AI answers? According to groas, citations require four filters in order: eligibility, retrieval, extractability and attribution, summarized as access first, wording second, chunk third. Eligibility means the page returns a 200 status with no paywall blocking the answer; retrieval means buyer wording decides entry because systems expand one question into 5 to 15 fan-out queries. Extractability means putting a direct answer first, using headings that match the question, keeping paragraphs under four sentences, and supporting a claim with a source and a number, with a small table where useful. Read more: [How do I get my business cited as a source in ChatGPT and Perplexity answers?](https://groas.com/post/your-ai-visibility-questions-answered-by#how-do-i-get-my-business-cited-as-a-source-in-chatgpt-and-perplexity-answers) ## How can a small business automate brand monitoring in AI search in-house? The article recommends starting free by running 10 to 30 real buyer prompts on a fixed schedule and logging the answers in a sheet using clean sessions with no memory, then leaving prompts stable and watching the monthly trend. It costs the in-house version at two hours to build and 30 minutes a week to read, and advises automating the counting but never the prompt list or the judgment. The weekly review should check whether the brand was merely named, linked as a source, or recommended, and whether a competitor moved too. Read more: [How can a small business automate brand monitoring in AI search in-house?](https://groas.com/post/your-ai-visibility-questions-answered-by#how-can-a-small-business-automate-brand-monitoring-in-ai-search-in-house) ## Sources [1] https://groas.com/post/your-ai-visibility-questions-answered-by (the article this page answers from)