What is Prompt Visibility?
Prompt Visibility is the likelihood that a specific entity, domain, or concept appears in the output for a particular prompt. Prompt Visibility can be measured using mentions, citations, or position within the answer.
Quick definition
Prompt Visibility means whether a prompt produces an answer that includes a specific brand, site, or entity.
How Prompt Visibility works
- Prompt Visibility depends on retrieval and selection of sources for the prompt.
- Prompt Visibility can change with prompt wording, query intent, and context.
- Prompt Visibility can be measured across repeated runs using prompt tracking.
- Prompt Visibility can include citation in AI answers when citations are shown.
Why Prompt Visibility matters
Prompt Visibility matters because AI discovery is often prompt-driven.
Prompt Visibility supports:
- monitoring AI visibility at the prompt level instead of only overall averages
- identifying prompts where a site is cited vs only mentioned
- detecting changes caused by model drift
Example use cases
- Tracking which prompts produce citations for a domain.
- Comparing visibility across informational and commercial prompts.
- Measuring whether visibility changes after on-page SEO updates.