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AI Beacon/Prompt coverage

An AI Beacon capability

You are visible for the wrong questions.

Being visible is not enough. Be visible when the decision is made. A brand can look strong across AI answers while disappearing from the handful of questions that actually build a shortlist. AI Beacon maps every tracked question to the stage of the journey it belongs to.

ai-beacon / coverage / by-intent-stage
184 questions mapped
Demo data
Awareness · "what is this and do I need it"present in 74%
Consideration · "what are my options"present in 41%
Comparison · "which of these is right for me"present in 12%
Decision · "should I buy this one"present in 6%
!The common shape. Strong where the answer explains a category, thin where it picks a winner. Coverage read as one number would have shown 33% and hidden all of this.

What is prompt coverage?

Prompt coverage is a map of the questions buyers in your category ask AI assistants, showing which of them name your brand and which do not. It is grouped by buyer intent rather than by keyword volume, because a brand can be present in nearly every question that does not lead to a purchase and absent from every one that does.

Key facts

  • Questions asked of an assistant are longer and more specific than search queries, because people ask conversationally
  • Coverage is measured per intent stage, since being visible at awareness says nothing about the decision stage
  • Comparison questions are the highest-value and the most commonly unaddressed
  • A question no competitor is named for is cheaper to win than one already held
  • Keyword volume is a weak proxy, because these questions are rarely typed into a search box
  • Coverage tells you which gap to close. Prompt diagnosis tells you why it is open

Last reviewed 24 August 2026 by the SEORCE team.

Why keyword lists do not transfer

Nobody types "best crm software" at an assistant.

They describe a situation and ask what to do about it. The question carries context a keyword never did, and that context is what decides which brands get named.

01

Constraints come with the question

Team size, budget, existing stack, industry. Each constraint narrows the answer, and a page that ignores them does not get selected.

02

There is no volume data

These questions are asked inside private sessions. No keyword tool reports them, so a coverage map has to be built from how buyers actually talk.

03

Follow-ups do the real work

The first question opens the topic. The third narrows to a shortlist. Most brands have never considered what the third question is.

Coverage by intent

Four stages, rising in value.

Coverage measured as one number hides the pattern that matters. Split by stage, the shape of the problem is usually obvious immediately.

Coverage read as one number hides which stage you are missing
Awareness
What is this, and do I need it?

Easy to be named for, because the answer draws on general explanations rather than on specific brands. Being present here is worth having and rarely worth celebrating.

what is generative engine optimisation
do i need an ai visibility tool
Consideration
What are my options?

The answer produces a shortlist. Being absent here removes you from the decision before it starts, and no later stage can recover it.

tools for tracking brand mentions in chatgpt
how do companies monitor ai search visibility
Comparison
Which of these is right for me?

The highest-value stage and the most commonly neglected. Buyers ask assistants to compare precisely because they want a position rather than a list, and the brand with a substantive published comparison usually supplies the framing.

x vs y for a small marketing team
alternatives to x that do not require a contract
Decision
Should I actually buy this one?

Specific and sceptical. Pricing, contracts, migration, whether it works with what they already run. Answered from whatever exists publicly, which is a problem if your pricing page says "contact us".

is x worth the money for a team of ten
how hard is it to migrate from y to x

The common shape: strong at awareness, adequate at consideration, thin at comparison, absent at decision. It usually reflects what a content team found easy to write rather than what buyers needed.

Problem and fix

Your keyword list does not survive the move to assistants.

The problem

Nobody types a keyword at an assistant

They describe a situation, attach three constraints, and then ask two follow-ups that change the answer entirely.

What AI Beacon does

Questions collected the way buyers actually ask them

Coverage is built from full natural questions with their constraints intact, not from keyword stems with a volume figure beside them.

The content you brief matches what is genuinely being asked.
The problem

One coverage number hides the whole problem

Strong at awareness and absent at decision averages out to something that looks acceptable on a slide and is not.

What AI Beacon does

Coverage split across four intent stages

Every tracked question is placed somewhere on the path from first curiosity to final choice, and scored there.

The gap that costs you revenue becomes obvious in a single screen.
The problem

Every gap looks equally worth closing

Some are unclaimed and valuable. Some are held by a rival with years of authority behind them. They are not the same piece of work.

What AI Beacon does

Gaps ranked by what is actually winnable

Each gap is weighed on the value of its intent stage and on who currently holds the seat.

The roadmap gets built from opportunity instead of from volume.
Why a coverage gap exists

A gap is either unclaimed or unreadable. Never both.

Coverage tells you which questions you miss. The crawl and the content read tell you whether you missed them because nothing exists, or because what exists cannot be used.

Answer monitoring441.4M PROMPT CORPUSSite crawlEVERY URL, EVERY RULEContent analysisWHAT EACH PAGE ANSWERSYour search dataSEARCH CONSOLE + RANKSAI BeaconCORRELATESONE FINDINGA named page, a named cause,and the evidence behind both.
Answer monitoring alone

You are absent from every comparison question in the category.

“We need comparison content.”
Site crawl alone

Two of the three pages that would answer them are blocked.

“They are live on the site.”
Content analysis alone

The third answers a related question, not this one.

“Close enough, surely.”
Your search data alone

You already rank for those terms in organic search.

“So we have covered it.”
Run together, on the same question
What AI Beacon actually reports

Two thirds of this gap is not a content gap at all. The pages exist, they rank, and the engines cannot read them. Commissioning new content here would have paid twice for something you already own.

Every gap is labelled by cause before it reaches the roadmap, so the brief you write is the brief that was actually needed.
Prioritising the gaps

Not every gap is worth closing.

Close first

Unclaimed and high intent

  • Questions where no competitor is consistently named
  • Nobody has established a position, so one good page can take it
  • Most common in comparison and decision questions
Close next

Contested but close

  • You appear occasionally, a rival appears consistently
  • The material exists and something about it is not being selected
  • Usually an editing or attribution problem rather than a missing page
Leave alone

Held, or not yours

  • Questions a competitor genuinely owns on the merits
  • Questions outside what you actually do, where being named would misfire
  • Low-intent questions that would never have led anywhere

A coverage map that flags every absence as an opportunity is a to-do list nobody will finish. The value is in knowing which absences matter.

The comparison gap

Someone will frame the comparison. It may as well be you.

Comparison questions are asked constantly and answered from whatever comparisons exist publicly. Most companies publish none about their own category, so the framing comes from a competitor's page, an affiliate roundup, or a forum thread from three years ago.

01

Honest comparisons perform better

A page claiming you win on everything reads as marketing and is treated accordingly. One naming where a competitor is the better choice tends to be trusted, and quoted.

02

Specificity beats coverage

"Best tool for X" is contested by everyone. "Best tool for X when you already use Y and have a team of four" is answerable, and almost nobody has answered it.

03

Silence is a position too

Publishing nothing about your competitors does not keep you out of the comparison. It only means you had no say in how it was framed.

Common questions

About mapping prompt coverage.

Where do the questions come from if there is no volume data?+
From how buyers actually ask: the questions your sales team fields, the ones in support tickets and review sites, the People Also Ask sets around your category, and the follow-ups that naturally extend each. Assembling a list from keyword volume produces search phrasing, which is not how anyone talks to an assistant.
How is this different from keyword research?+
Keyword research finds phrases with measurable demand. This maps decisions, including ones nobody types into a search box. The two overlap at the informational end and diverge completely at comparison and decision, which is where the value sits.
Should I write a page for every gap?+
No. Many gaps are questions you should not win, and some are already answered by a page that simply is not being selected, where another page would not help. Prioritise unclaimed high-intent questions first, and diagnose the contested ones before writing anything.
Is it worth naming competitors on my own site?+
Comparison questions get answered whether or not you participate. A fair, specific comparison that admits where a competitor is the better fit is more likely to be treated as a credible source than one that does not. The risk of publishing one is usually smaller than the cost of leaving the framing to someone else.
How many questions is a realistic starting point?+
Twenty to fifty genuine buyer questions, weighted towards comparison and decision, will teach you more in a month than several hundred assembled from a keyword export. Coverage is worth expanding once you know which stages you are weak at.
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