AI Visibility Metrics

Query coverage

Query coverage is the percentage of relevant user queries where your business appears in AI-generated responses or citations.

What is query coverage in AI?

Query coverage is the percentage of relevant prompts in which your brand appears in AI-generated answers. It measures how broadly your brand shows up across a defined set of questions, rather than how many times it is mentioned within those answers.

If you remember one thing: query coverage tells you how many of the questions that matter include your brand; it doesn't tell you how often your brand is mentioned within those answers or whether the mentions are positive.

Formula

Query coverage = (number of relevant prompts where your brand appears ÷ total number of relevant prompts tested) × 100

How does query coverage work?

Query coverage works by systematically testing how often your brand appears across a defined set of relevant prompts:

Query selection. Identifying important, high-intent questions users ask AI.
Testing. Running these prompts across multiple AI platforms.
Presence tracking. Recording whether your brand is mentioned in each response.
Coverage calculation. Calculating the percentage of queries where your brand appears.
Gap analysis. Identifying important queries where you are missing entirely.

Query coverage is also known as

You'll see this metric described with similar wording, but query coverage is the term used here for the share of a defined prompt set where your brand appears.

Other names

Query visibility
Prompt coverage
AI query coverage

Often confused with

Mention rate: measures the percentage of AI answers that name your brand.
Citation rate: measures how often AI answers use your content as a linked source.

Query coverage vs. mention rate: what's the difference?

Query coverage

Mention rate

What it counts

Relevant prompts where your brand appears

AI answers that name your brand

Question it answers

How many of our target questions include us?

How often does AI name us?

What shapes it

The breadth of your presence across the prompt set

The frequency of brand mentions across collected answers

Best used for

Finding topics and questions where you are absent

Tracking overall brand presence in AI answers

Blind spot

Doesn't show how often or how prominently you appear within a covered prompt

Doesn't show how many different topics or prompts you cover

What it counts

Query coverage

Relevant prompts where your brand appears

Mention rate

AI answers that name your brand

Question it answers

Query coverage

How many of our target questions include us?

Mention rate

How often does AI name us?

What shapes it

Query coverage

The breadth of your presence across the prompt set

Mention rate

The frequency of brand mentions across collected answers

Best used for

Query coverage

Finding topics and questions where you are absent

Mention rate

Tracking overall brand presence in AI answers

Blind spot

Query coverage

Doesn't show how often or how prominently you appear within a covered prompt

Mention rate

Doesn't show how many different topics or prompts you cover

How to improve query coverage?

Start by finding the questions where your brand is missing.

Your content doesn't answer the uncovered questions. Create pages that directly address the questions your audience asks, including comparisons, use cases, alternatives, and practical guides.
Your existing content only covers part of the topic. Expand relevant pages to answer related questions and use cases.
Competitors are better represented for important queries. Review the brands that appear for your target prompts and identify the topics, comparisons, and use cases they cover that you do not.
Your brand isn't clearly associated with the category. Make your company, product, audience, and core use cases consistent across your website and other relevant sources.
Your prompt set misses important questions. Review and expand the set regularly so it reflects new products, use cases, seasonal demand, and customer questions.

FAQ

What is good query coverage?

The result depends on the prompt set, industry, competitors, and how broadly you define relevant queries. Comparing the same prompt set over time or against direct competitors is more useful than using a generic benchmark.

Can query coverage be higher than mention rate?

Yes, the metrics use different units. Query coverage counts prompts where your brand appears, while mention rate counts answers that mention your brand, so the values are not directly interchangeable.

Why does my query coverage change when I check it again?

AI-generated answers can vary between runs, and AI platforms can change their underlying sources and retrieval behavior. Keep the prompt set fixed and use repeated measurements when you want to identify a trend.

Want to discover gaps in your query coverage?

Run a full visibility analysis with Beamtrace.

No credit card needed ✦ 14-day trial on all plans

Related terms

Performance & Analysis

AI search ranking

Discover how search rank measures the position of content within search results and AI-generated recommendations.

Performance & Analysis

Competitor analysis

Understand how competitor analysis compares brand visibility across AI-generated answers and identifies competitive gaps.

Entity & Authority

Reputation signals

Learn how reputation signals help AI systems evaluate trustworthiness using mentions, references, consistency, and authority indicators.

What is query coverage in AI?

Formula

Query coverage = (number of relevant prompts where your brand appears ÷ total number of relevant prompts tested) × 100

How does query coverage work?

Query coverage works by systematically testing how often your brand appears across a defined set of relevant prompts:

Query selection. Identifying important, high-intent questions users ask AI.
Testing. Running these prompts across multiple AI platforms.
Presence tracking. Recording whether your brand is mentioned in each response.
Coverage calculation. Calculating the percentage of queries where your brand appears.
Gap analysis. Identifying important queries where you are missing entirely.

Query coverage is also known as

You'll see this metric described with similar wording, but query coverage is the term used here for the share of a defined prompt set where your brand appears.