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Glossary · Metrics

Visibility (AI search metric)

AI visibility is the percentage of AI answers that name your brand in the response prose. It measures who the AI recommends to the buyer — distinct from citation rate, which measures who the AI cites as a source.

How it's calculated

For a given query set: visibility = answers_naming_brand / total_answers, expressed as a percentage. A brand with 50% visibility appears by name in half of the AI answers across the audited query set.

The denominator is the full audited query set, not just the answers where AI mentioned any brand. This is important: queries where the AI gives a generic answer with no brand mentions still count against your visibility.

Visibility vs citation rate

Two related but distinct metrics. Visibility = the brand is mentioned by name in the answer prose (the AI is recommending you). Citation rate = the brand's domain appears in the AI's source list (the AI trusts you as evidence). A brand can be cited without being named (often happens with comparison pages that list you among options) or named without being cited (well-known brands the AI references from memory).

Most teams should optimise for both — citation rate moves first (within 7–14 days of schema fixes), visibility follows 2–3 weeks behind once the engine has seen enough fresh evidence.

What 'good' visibility looks like

Depends entirely on category competitiveness. In low-competition categories (specialised B2B SaaS verticals, niche regional services) brands routinely hit 60–80% visibility. In commodity categories (CRM, hosting, project management) a 30–40% visibility puts you firmly in the recommended set. Below 10% means AI engines have effectively no idea you exist for these queries.

Benchmark against the top brand in your category, not against an abstract target. Our public industry rankings show the visibility distribution per category.

How to improve visibility

Three moves in order of leverage. (1) Earn mentions on the sites AI engines already trust in your category — typically G2, Capterra, Reddit, Wikipedia, major trade publications. Each earned mention compounds into AI citations within 2–4 weeks. (2) Publish FAQ-shape content directly answering the queries you're losing — AI engines preferentially cite pages that match the query intent structurally. (3) Build entity signals (Organization + sameAs schema, Wikipedia presence if eligible, consistent NAP across listings) so AI engines disambiguate your brand reliably.

What doesn't help: keyword density, backlinks from low-authority sites, marketing-fluff content. AI engines actively de-weight promotional prose.

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Frequently asked

How is visibility different from citation rate?

Visibility = brand named in the answer prose (who the AI recommends). Citation rate = brand's domain in the source list (who the AI trusts as evidence). A brand can be cited without named, or named without cited. Most teams optimise for both.

What's a 'good' AI visibility score?

Depends on category competitiveness. 60–80% is common in low-competition niches; 30–40% is strong in commodity SaaS categories. Below 10% means the AI doesn't know you exist for these queries. Benchmark against the top brand in your category, not an abstract target.

How fast can visibility move?

Citation rate moves first, typically within 7–14 days of shipping schema fixes + new content. Visibility follows 2–3 weeks behind because AI engines need to see enough fresh evidence to confidently name a new brand in answers.

Do I need 100% visibility?

No — and chasing it is usually unproductive. Even category leaders rarely exceed 80%. Some queries don't lend themselves to brand mentions (purely educational queries, broad how-tos). Aim to be in the recommended set on the queries your buyers actually ask.

Why is my visibility 0% when I have great content?

Almost always one of two things: AI crawlers can't read your site (robots.txt blocks them, JS-only rendering, missing schema) — fix the GEO foundations first. Or your brand name as you write it doesn't match how AI engines naturally write it (e.g. 'JB Hi-Fi' vs 'jbhifi'). Both are diagnosable with an audit.