01
100+ buying questions
The real questions asked in your category — problem, comparison, alternative, and pricing intent. Not keywords. The questions a buyer actually types into an assistant before they ever hear your name.
The Growth Engine The entry point Fixed scope · 10 days
AI Visibility Audit.
See what buyers see.
Before you buy a system, get the diagnosis. We score how you appear across ChatGPT, Perplexity, Gemini, and Google AI Overviews for 100+ real buying questions in your category — then hand you the map of exactly what to fix first.
- 4AI engines scored
- 100+buying questions
- 10business days
Why this exists
The search result is no longer the destination.
71%
of buyers consult AI while researching a purchase. Most never see your homepage first.
When an AI Overview appears, organic click-through roughly halves — and most searches now end with no click at all. There is no ad unit inside a ChatGPT answer. Presence there is earned or it is absent, and you cannot fix what you have never measured. The buyers researching your category are already getting an answer. The only question is whether you are in it, and how you are described when you are.
- 8% vs 15%organic click-through with vs without an AI Overview
- ~60%of Google searches now end without a single click
- 53% vs 7%buyers weigh use-case match over brand recognition in AI answers
What the audit covers
Four engines. One category. Every question.
02
Four AI engines, scored
Every question run through the assistants your buyers use. We record whether you appear, where, and how you are described — engine by engine, question by question.
- ChatGPT
- Perplexity
- Gemini
- Google AI Overviews
03
Competitor benchmark
Your Share of Answer against your three closest competitors. Who the engines recommend when you are absent, and the specific questions where they win and you do not.
04
Sentiment & citations
How the engines characterise you when they do cite you, and which third-party sources they lean on to do it — the citation surface that decides whether recommending you is the safe answer.
What you get back
A scored report, not a slide deck.
One number that means something, benchmarked against the competitors you actually lose to — with the exact questions behind every point.
AI Visibility Scorecard — Category: Developer Tools Sample
Share of Answer
38%● ranked #3 of 4
Of 118 buying questions, you were cited or recommended in 38%. Your closest competitor: 61%.
On the tenth day
The deliverables.
- Scored visibility report — Share of Answer across all four engines
- Competitor benchmark against your three closest rivals
- 90-day GEO action plan, prioritized by revenue impact
- 60-minute readout call with the operator who ran it
- The full question map — every query, every engine, every result
- Sentiment and citation analysis on how the engines describe you
How it runs
Ten business days. Fixed scope.
Map the questions
We build the 100+ question set for your category from real buyer intent, and lock your three benchmark competitors with you.
Score across engines
Every question runs through ChatGPT, Perplexity, Gemini, and Google AI Overviews. Presence, position, and phrasing recorded for each.
Benchmark & analyse
Your Share of Answer computed and set against competitors. Sentiment and citation patterns pulled out — where you are absent, and why.
Readout & action plan
A scored report, a prioritized 90-day plan, and a 60-minute call. You leave knowing exactly what to fix first — whether or not you fix it with us.
A defined deliverable on a fixed date — not an open-ended retainer.
- 10 dayskickoff to readout
- Fixedscope, one-time
- Senioroperator, no hand-off
- Zeroobligation to continue
Honest answers
Before you ask.
What if we score well?
Then you’ll know — and we’ll tell you the truth. A clean result is a real result: it means your budget belongs somewhere other than AI visibility right now, and we’ll say so plainly rather than sell you a system you don’t need.
Do we have to buy anything after?
No. The audit is fixed-scope and one-time. It converts to the Visibility module or the full Engine only if the findings make that the obvious move. Plenty of audits end at the readout, and that is a fine place to end.
How is this different from an SEO audit?
An SEO audit measures where you rank on Google’s results page. This measures whether AI assistants recommend you at all — a different surface, different mechanics, and increasingly the one buyers reach first. There is no ad unit inside a ChatGPT answer; presence there is earned or absent.
What do you need from us to start?
Your domain, your category, and your three closest competitors. That is the whole intake. We build the question set; you approve the competitor list. Kickoff to readout is 10 business days.
Who runs it?
A senior operator — the same person who presents the readout. No junior hand-off, no offshore scoring farm. It is capped work, which is part of why the scope is fixed and the turnaround is honest.
Start with the audit. See what buyers see.
Ten business days from now, you will know exactly how you appear across four AI engines — and precisely what to fix first. If you score well, we will tell you the truth.
Start with the AI Visibility AuditFixed scope · 10 business days · no retainer required