The short answer
LLM visibility is how often, and in what light, a brand appears in the responses of large language models and the assistants built on them. It covers presence, accuracy and tone, not only a count.
Updated Oct 18 2026
Why LLM Visibility matters
Being named wrongly or unfavorably can be worse than not being named, so visibility has to include whether the answer is right.
How to measure or use it
Record whether you appear, how you are described and whether the facts are correct, for each question and each assistant.
How I handle it
I log wrong facts as fixes. When an assistant says something false about a client, I trace it to the source it relied on and correct that source.
Related terms
- Answer ShareThe portion of tracked answers in which your brand appears as part of the response.Read
- Share of VoiceThe share of relevant AI answers, citations or mentions that your brand owns compared with competitors.Read
- EntityA distinct person, brand, product or concept that search and AI systems can identify and connect to facts.Read
LLM Visibility questions
Is LLM visibility the same as AI search visibility?
Close. LLM visibility covers answers from the model itself and from search backed assistants. Search backed answers also cite sources.
Can I correct a wrong answer?
You cannot edit the assistant, but you can fix the sources it relied on and publish a clear, accurate page.
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