AI Visibility Glossary

The practice of making your content easy for AI-powered answer engines to understand, cite and recommend. It builds on SEO, but focuses on direct answers rather than lists of links.

When an AI tool references a source, such as a web page, to support part of its answer. A citation shows that a source contributed to an answer. It doesn’t prove endorsement or guarantee future visibility.

When an AI tool suggests a specific business in response to a question, for example “Which med spa near me offers laser hair removal?”

How well AI tools can understand, trust, cite and recommend your business, based on the public information about it — starting with your website.

An AI-powered tool that responds to questions with a direct answer instead of a list of links. Examples include ChatGPT, Gemini, Perplexity, Claude and Grok, as well as AI-generated summaries in search results.

A question a real customer might ask an AI tool when looking for a service, such as “Who’s a trusted emergency plumber open on weekends near me?”

A clearly identifiable person, business, place or thing that AI systems can recognize and connect to facts. The clearer and more consistent your business is as an entity, the easier it is for AI to describe it accurately.

Another name for optimizing content for AI tools that generate answers. In practice, GEO and AEO refer to the same goal.

When an AI tool states something that isn’t true or isn’t supported by its sources. Missing or unclear information on a website can increase the chances that AI fills in the gaps incorrectly.

The type of AI system behind tools like ChatGPT, Gemini and Claude. LLMs generate text based on patterns learned from large amounts of data, and some can also search the web in real time.

A search where the user gets an answer without visiting any website. AI-generated answers make zero-click experiences more common, which raises the importance of being understood and cited correctly.

A 0–100 assessment of how ready a business website is to be understood, trusted, cited and recommended by answer engines. It’s based on seven weighted categories and a versioned methodology. It measures readiness, not rankings. Read our methodology →

One of the seven score categories (10% of the score). It measures whether AI can reach, read and quote your page — and summarize your business accurately.

One of the seven score categories (15%). It measures whether the next step for a customer — calling, booking, requesting a quote — is clear and easy.

A rule that limits the overall score when a fundamental gap is found, no matter how strong other categories are. For example, if Service Clarity is below 50, the score is capped at 64. See all critical gates →

One of the seven score categories (15%). It measures whether your location and service areas are clear and consistent.

The version of the scoring rules used to produce a score, for example v2026.10. Every report states its version, and earlier reports keep their original score when the methodology changes.

The five labels that explain what a score means:

- Strong AI Visibility Signals (80–100): solid signals for being understood and evaluated by AI systems.

- Good (65–79): a useful foundation, with some gaps in detail, evidence or structure.

- Opportunity to Improve (45–64): positive signals, along with important gaps worth prioritizing.

- Needs Attention (0–44): the site may be hard for AI systems to understand, trust or recommend.

- Needs Manual Review: we couldn’t extract enough reliable content to give a definitive score.

One of the seven score categories (15%). It measures whether your website answers the questions real customers ask.

One of the seven score categories, and the one with the most weight (20%). It measures whether it’s clear what you offer, for whom, and why it matters.

One of the seven score categories (10%). It measures whether the machine-readable markup on your pages matches what the pages actually show.

One of the seven score categories (15%). It measures whether there is visible evidence of expertise, experience and reputation.

The part of the Full Report that organizes your recommendations into priorities for days 0–30, 31–60 and 61–90, ranked by impact and effort, quick wins first.

A Full Report module that shows what AI tools can understand about your business, what they may misunderstand, what they can’t infer, and what should be added.

A Full Report module that lists real customer questions and shows whether your website answers them: covered, partial or missing.

A Full Report module that evaluates whether your website offers the authority, trust and references that make it easier for AI tools to cite.

A Full Report module that compares your website with up to two competitor pages you choose, showing where each one is stronger.

A Full Report module with ready-to-use suggestions for your headline, opening text, meta description, calls to action, FAQs and page sections.

The specific public information behind a finding, such as a heading, a missing detail or a line of markup. Every finding in a VISIBLA report is backed by evidence.

An observation about your website, explained in four parts: what we observed, what it means for your business, the evidence behind it, and the recommended action.

A high-impact improvement you can make quickly. The Free Audit includes one.

A specific action to improve your score, linked to one or more findings. Each recommendation explains what to change and how to verify it’s done.

A free first assessment of one page of your website. It includes your AI Visibility Readiness Score and label, your seven category scores, what AI can likely understand, what may be missing, and one quick win.

VISIBLA’s complete diagnosis of one page. It turns the score into a prioritized plan, with AI Simulation, Buyer Prompt Coverage, Citation Readiness, Copy Improvements, Competitive Comparison and a 90-Day Action Plan. Your online report stays in your Workspace. You can download the PDF in English or Spanish for 90 days from first generation.

A public benchmark of AI visibility readiness for U.S. service businesses, published by city and industry. It measures readiness, not service quality. Learn about the Index →

A bot that AI tools use to read web pages so they can cite them in answers. Examples include OAI-SearchBot (OpenAI), Claude-SearchBot (Anthropic) and PerplexityBot (Perplexity). If your robots.txt blocks all three, VISIBLA caps your score at 79.

A bot that collects web content to train AI models, such as GPTBot (OpenAI). Blocking training crawlers is a separate decision from blocking AI search crawlers, and it doesn’t affect your VISIBLA score.

Short for Experience, Expertise, Authoritativeness and Trustworthiness. It’s a framework Google uses to describe content quality. Many of the same signals help AI tools decide which sources to trust.

The main headline of a web page. A clear H1 that names your service, and ideally your location, is one of the simplest ways to help AI understand what a page is about.

Content that appears only after scripts run in a browser. Some crawlers can’t read it reliably. When that happens, VISIBLA shows Needs Manual Review instead of a score that might be wrong.

A short summary of a page in its code, often shown in search results. It helps both search engines and AI tools understand the page.

Using the same business Name, Address and Phone number everywhere: on your website, in directories and on your Google Business Profile. Inconsistencies make it harder for AI to confirm basic facts about your business.

Instructions in a page’s code. Noindex tells search engines not to index a page, and nosnippet tells them not to show excerpts from it. Both can prevent pages from being found or quoted.

A file on your website that tells bots which pages they can and can’t access. Its settings can unintentionally block AI tools from reading your site.

Code that describes your business in a standardized, machine-readable format, using the schema.org vocabulary. It should always match what your page visibly shows.

The bot VISIBLA uses to analyze public web pages. It identifies itself as VisiblaBot/1.0, respects robots.txt, and doesn’t bypass logins or other access controls. Read our Crawling Policy →