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.
- No report on AI mentions or citations
- Screenshots instead of numbers
- Different people get different answers
- No link between AI visibility and leads
Three checks you can run today
Each takes minutes. Together they tell you whether this page is about your problem.
- Write 20 promptsThe questions your buyers ask, by stage and type.
- Run them twiceSame prompts, same engines, a week apart. Note what changes.
- 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.
| Situation to check | Proposed scope | Boundary |
|---|---|---|
| Write 20 prompts | The 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 twice | Same 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 set | Different questions each time, so no trend. | Treat this as a hypothesis until the affected URL or account evidence supports it. |
| Ready to commission a fix | Publish 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.] |
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.
What usually causes it
In the order we usually check them. Most cases have more than one.
- No fixed prompt setDifferent questions each time, so no trend.
- Answers vary run to runOne run per prompt isn’t enough.
- No source trackingMentions counted, but not where they come from.
- AI referrals hiddenSome AI traffic arrives without a referrer.
- No competitor baselineA number without context.
How we fix it
Four steps, in order. You see the evidence and the plan before anything changes on your site.
- Step 01Define the setPrompts agreed with you, by market and language.
- Step 02BaselineEach prompt run several times on each engine.
- Step 03Report monthlyMentions, citations, sources and competitors, dated.
- Step 04Connect to resultsAI referrals and leads tracked where possible.
Services that fix it
Starting prices in USD. TopClick is not VAT-registered. Scope and price in writing before work starts.
Questions about this problem
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.
Check your site for this
- 1Send your site — we confirm the cause and where we would start
- 2We check search and AI visibility
- 3PDF by email: five website problems and AI visibility, within two business days of receiving your website URL
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