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Problem · AI search

We can’t measure our AI visibility. A fixed prompt set, measured the same way.

Management asks how you’re doing in ChatGPT and AI Overviews, and there is no number to show. AI answers vary, so measurement needs a fixed method, not screenshots.

Is this you?Signs we usually see
  • No report on AI mentions or citations
  • Screenshots instead of numbers
  • Different people get different answers
  • No link between AI visibility and leads
Five key website problems and AI mentions and citations. PDF by email within two business days of receiving your website URL, reviewed by a TopClick SEO specialist.
01 / Quick checks

Three checks you can run today

Each takes minutes. Together they tell you whether this page is about your problem.

  1. Write 20 promptsThe questions your buyers ask, by stage and type.
  2. Run them twiceSame prompts, same engines, a week apart. Note what changes.
  3. Check referralsIn analytics, look for referral traffic from AI assistants.

Prompt sampling and denominator register

Define a fixed buyer-intent sample and a repeatable collection method before reporting a visibility percentage.

Decision criteria and limits: Prompt sampling and denominator register
Situation to checkProposed scopeBoundary
Write 20 promptsThe questions your buyers ask, by stage and type. Mention rate, citation rate and recommendation rate answer different questions and need separate counts.Changing the prompt set between runs can create apparent growth without any improvement on comparable questions.
Run them twiceSame prompts, same engines, a week apart. Note what changes.Keep an unchanged comparison sample so this check can distinguish the proposed cause from unrelated variation.
No fixed prompt setDifferent questions each time, so no trend.Treat this as a hypothesis until the affected URL or account evidence supports it.
Ready to commission a fixPublish the denominator, failures, dates and engine modes beside each trend, with sampled answers available for inspection.[CONFIRM: access, scope, owner, fee and review date before work begins.]
Illustrative specification

Prompt sampling and denominator register

Illustrative blank specification. This is a diagnostic structure, not a client result.

Affected population
Define a fixed buyer-intent sample and a repeatable collection method before reporting a visibility percentage.
Decisive observation
Mention rate, citation rate and recommendation rate answer different questions and need separate counts.
Alternative explanation
Changing the prompt set between runs can create apparent growth without any improvement on comparable questions.
Acceptance evidence
Publish the denominator, failures, dates and engine modes beside each trend, with sampled answers available for inspection.
Supporting check
In analytics, look for referral traffic from AI assistants.
Approval
[CONFIRM: accountable owner and authorised next step.]

What the first handover should make clear

  • Define a fixed buyer-intent sample and a repeatable collection method before reporting a visibility percentage.
  • Mention rate, citation rate and recommendation rate answer different questions and need separate counts.
  • Publish the denominator, failures, dates and engine modes beside each trend, with sampled answers available for inspection.
  • The original observations, unresolved questions and any client access needed for the next scope.
02 / Likely causes

What usually causes it

In the order we usually check them. Most cases have more than one.

  1. No fixed prompt setDifferent questions each time, so no trend.
  2. Answers vary run to runOne run per prompt isn’t enough.
  3. No source trackingMentions counted, but not where they come from.
  4. AI referrals hiddenSome AI traffic arrives without a referrer.
  5. No competitor baselineA number without context.
03 / What we do

How we fix it

Four steps, in order. You see the evidence and the plan before anything changes on your site.

  1. Step 01Define the setPrompts agreed with you, by market and language.
  2. Step 02BaselineEach prompt run several times on each engine.
  3. Step 03Report monthlyMentions, citations, sources and competitors, dated.
  4. Step 04Connect to resultsAI referrals and leads tracked where possible.
04 / Services

Services that fix it

Starting prices in USD. TopClick is not VAT-registered. Scope and price in writing before work starts.

TopClick is not VAT-registered
AI visibility monitoring ↗Mentions, citations and share of voice in AI answers, tracked against competitors.From $[X] /monthRequest
AI visibility audit ↗A one-off baseline of where you stand in AI answers, with a prioritised plan.From $[X] /projectRequest
SEO reporting ↗Work done, search signals and business results tracked as separate measures.From $[X] /monthRequest
SEO & AI search training ↗Workshops that let your marketing and dev teams run the work in-house.From $[X] /sessionRequest
Related problemsWe can’t prove SEO ROI to management →We don’t show up in ChatGPT →We’re visible in one AI engine but not the others →
05 / Questions

Questions about this problem

TopClick SEO strategist
Still choosing?Book a 20-min call with a strategist. No pitch, just a look at your site.Book a call →
01Why not just use a tool?

Tools help. What matters is a fixed prompt set, repeated runs and someone reading the answers, we use tools and check by hand.

02Can AI visibility be tied to revenue?

Partly: AI referrals, branded search growth and leads that mention AI. We report what can be measured and say what can’t.

03Where do we start?

With the free snapshot: we check your site for this problem, confirm the likely cause and send a written first scope with a price.

Start here

Check your site for this

  1. 1Send your site — we confirm the cause and where we would start
  2. 2We check search and AI visibility
  3. 3PDF by email: five website problems and AI visibility, within two business days of receiving your website URL
We’ll recommend a starting scope in the free snapshot.
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