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The AI search glossary

39 terms that come up when you measure whether AI answers mention your brand — written to be looked up, not read end to end. Every entry states what is documented, what is measurable, and where measurement stops working.

AI search fundamentals

4 terms

AI architecture

6 terms

Measurement and metrics

9 terms
AI Visibility AI Visibility is how consistently a brand shows up in AI-generated answers for the specific buyer contexts that matter to it, not a fixed score for a… 6 sections · 4 FAQ · 2 figures Brand Mention A Brand Mention is any instance where an AI-generated answer names your brand, by company name or product name, regardless of whether a link,… 6 sections · 4 FAQ · 1 figures Citation Rate Citation Rate is the share of AI-generated answers, across a set of tracked prompts, where your website is cited as a source with a link or… 6 sections · 4 FAQ · 1 figures Hallucination Rate Hallucination Rate, in an AI-visibility context, is how often an AI assistant states false or fabricated information about a specific brand, such as… 6 sections · 4 FAQ Prompt Volume Prompt Volume is the number of distinct, real buyer questions or prompts that exist for a given topic or category, used as the base a mention rate,… 6 sections · 4 FAQ Sentiment in AI Answers Sentiment in AI Answers is a reading of whether a brand mention inside an AI-generated answer comes across as positive, neutral or negative, based on… 6 sections · 4 FAQ Share of Voice in AI Share of Voice in AI is the percentage of AI-generated answers, across assistants such as ChatGPT, Claude, Gemini and Perplexity, that mention your… 6 sections · 4 FAQ · 1 figures Source Attribution Source Attribution is whether an AI-generated answer correctly credits the page it actually drew its information from, as opposed to citing an… 6 sections · 4 FAQ Visibility Score A Visibility Score is a single composite number, usually 0 to 100, that combines several underlying AI-visibility metrics, typically mention rate,… 6 sections · 4 FAQ

Technical access

13 terms
AI opt-out (Google Search) An AI opt-out for Google Search does not exist as a separate setting: the rule that keeps your content from being used as a direct input for AI… 5 sections · 4 FAQ · 1 figures ClaudeBot ClaudeBot is Anthropic's web crawler, identified by the user-agent token ClaudeBot, used to gather web content that can support Claude's training and… 6 sections · 4 FAQ data-nosnippet data-nosnippet is an HTML attribute that marks a part of a page as unusable for a search snippet. 8 sections · 4 FAQ · 1 figures GPTBot GPTBot is OpenAI's web crawler used to gather content for training its AI models. 6 sections · 4 FAQ · 1 figures llms.txt llms.txt is a proposed text file, placed at a website's root, that lists and summarizes a site's key pages in a format meant to be easy for AI… 6 sections · 4 FAQ max-image-preview max-image-preview:[setting] sets the maximum size of an image preview for a page in search results, with three accepted values: none, standard and… 5 sections · 4 FAQ max-snippet max-snippet:[number] tells Google to use at most that many characters as the text snippet for a page, and limits how much of the content may be used… 5 sections · 4 FAQ nosnippet nosnippet is a robots rule that tells Google not to show a text snippet or video preview for a page, and not to use that page's content as a direct… 6 sections · 4 FAQ · 1 figures OAI-SearchBot OAI-SearchBot is OpenAI's crawler dedicated to ChatGPT's search feature, identified by its own user-agent token. 6 sections · 4 FAQ Passage Ranking Passage Ranking is when a search or AI system evaluates and ranks individual sections of a page, not just the page as a whole, so a specific,… 6 sections · 4 FAQ PerplexityBot PerplexityBot is Perplexity's web crawler, identified by the user-agent token PerplexityBot, that fetches pages to support Perplexity's answers. 6 sections · 4 FAQ robots.txt for AI Crawlers robots.txt for AI Crawlers means using the standard robots.txt file at a site's root to allow or block specific AI bots, such as GPTBot or ClaudeBot,… 6 sections · 4 FAQ · 1 figures Structured Data for LLMs Structured Data for LLMs is markup, typically JSON-LD following Schema.org vocabulary, added to a page so search engines and AI systems can identify… 6 sections · 4 FAQ · 1 figures

Strategy and optimization

3 terms

Practice

4 terms

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