AI Visibility
A set of metrics that measure how frequently a brand or piece of content is mentioned or cited in answers generated by large AI models. It represents a new dimension of visibility evaluation distinct from traditional search engine ranking.
Core Facts
Timeline (last 90 days)
"Cited but not mentioned" usually means the page's wording is too neutral or lacks clear brand attribution and entity information; "mentioned but not cited" indicates that the model knows the brand but does not treat any page as an authoritative source, requiring stronger structured content that can be cited.
AI visibility is not SEO under a new name: SEO optimizes a ranked list of links, while AI visibility covers what the model outputs from memory and what AI search engines cite when synthesizing answers.
AI Visibility refers to the degree to which a brand, product, or company is mentioned, described, and recommended in the answers output by generative AI systems (such as ChatGPT, Claude, Gemini, Perplexity, etc.).
EntityRise founder Kamil Kępiński proposed five interrelated directions of action for leveraging AI visibility: machine-readable clarity, category and positioning language, buyer-intent content, verifiable evidence, and external authority and citations.
For most B2B companies, both SEO and AI visibility are needed, because they cover different moments in the buyer journey: search carries the research-phase traffic, while AI assistants occupy the "shortlist moment".
SSR (server-side rendering) or static generation (SSG) is a win-win infrastructure investment for both SEO and AI visibility.
AI models generate answers by categorizing entities and verifying claims; they do not calculate keyword density, and keyword stuffing does nothing for AI visibility.
SEO rank tracking tools cannot tell you whether ChatGPT describes your product accurately, nor whether it is recommending your competitors; measuring AI visibility requires repeatedly asking buyer questions across multiple AI providers and recording and comparing the results.
AI SEO tools can be divided into three categories: research tools, content optimization tools, and AI visibility tracking tools (GEO).
A model's output can drift across version updates, so monitoring must be continuous and periodic rather than a one-time exercise.
All Facts (11)
This AI programming model has a flywheel effect: the more models users upload, the richer the AI training data, the more part features it can identify, and the broader the range of order types it can accept.
80%Unverified"Cited but not mentioned" usually means the page's wording is too neutral or lacks clear brand attribution and entity information; "mentioned but not cited" indicates that the model knows the brand but does not treat any page as an authoritative source, requiring stronger structured content that can be cited.
50%UnverifiedAI visibility is not SEO under a new name: SEO optimizes a ranked list of links, while AI visibility covers what the model outputs from memory and what AI search engines cite when synthesizing answers.
50%UnverifiedAI Visibility refers to the degree to which a brand, product, or company is mentioned, described, and recommended in the answers output by generative AI systems (such as ChatGPT, Claude, Gemini, Perplexity, etc.).
50%UnverifiedEntityRise founder Kamil Kępiński proposed five interrelated directions of action for leveraging AI visibility: machine-readable clarity, category and positioning language, buyer-intent content, verifiable evidence, and external authority and citations.
50%UnverifiedFor most B2B companies, both SEO and AI visibility are needed, because they cover different moments in the buyer journey: search carries the research-phase traffic, while AI assistants occupy the "shortlist moment".
50%UnverifiedSEO rank tracking tools cannot tell you whether ChatGPT describes your product accurately, nor whether it is recommending your competitors; measuring AI visibility requires repeatedly asking buyer questions across multiple AI providers and recording and comparing the results.
50%UnverifiedSSR (server-side rendering) or static generation (SSG) is a win-win infrastructure investment for both SEO and AI visibility.
50%UnverifiedAI models generate answers by categorizing entities and verifying claims; they do not calculate keyword density, and keyword stuffing does nothing for AI visibility.
50%UnverifiedAI SEO tools can be divided into three categories: research tools, content optimization tools, and AI visibility tracking tools (GEO).
50%UnverifiedA model's output can drift across version updates, so monitoring must be continuous and periodic rather than a one-time exercise.
50%