Every screenshot uses a different question.
A supplier question, a named-business question and a location question test different things. Keep exact wording and conditions so the records can be understood together.
AI Visibility Audit
Before changing your website, see what Google’s AI features and ChatGPT say when asked selected customer questions. We keep a dated record of each question, answer and visible source to help you separate an incorrect business fact from an answer that simply varies.
An AI answer can give customers the wrong picture, and a quick check can give your team the wrong conclusion. These are possible problems to investigate, not findings from a client audit.
A supplier question, a named-business question and a location question test different things. Keep exact wording and conditions so the records can be understood together.
We compare the returned location or service description with the coverage your business owner has approved. We find the source before proposing a correction.
A brand missing from one answer does not by itself show a page defect. Record it separately from a confirmed factual error.
Without the tool, Search mode, date and visible source links, a screenshot gives the team too little information to investigate.
The audit gives you a dated baseline of selected questions, tools, location contexts and the sources each answer showed.
We keep the exact question, tool, mode, language, location context and date beside the answer. Device and signed-in state are noted where relevant and available, with any conditions we cannot hold constant.
Compare service and coverage statements with approved facts. Treat an incorrect location, a missing link and an absent mention as different observations.
For a confirmed coverage conflict, identify the cited source and the person who can correct it. If the cause is unclear, define the evidence needed before recommending an edit.
We follow a selected customer question from an observed answer to any visible source and an agreed next task. Your team helps confirm the business facts and who can act on a supported finding.

Your team shares the service areas and services an owner or subject expert can confirm.
We agree the exact buying question, relevant languages, location context and tools or modes to sample.
We keep the dated answer, the mode used and visible links. Missing answers or links stay recorded as missing.
If an answer gives a wrong service area, we compare its cited source with approved coverage. An absent brand mention alone does not establish a page fault.
We identify who can approve and implement a source correction, and whether a repeat check is included. A repeat check describes that sample; it does not predict future visibility.
Open each area to see a possible scope. We confirm the evidence and access needed, outputs, approvals, implementation responsibilities and limits with you before work starts.
Possible scope 1
Choose actual buying questions and agree tool, mode, language and location context.
See what this coversA fixed sample gives the observations a comparable starting point.
Possible scope 2
Keep the exact wording, dated answer and visible source links together.
See what this coversRecord absent answers or sources without inventing a result.
Possible scope 3
Compare coverage or service claims with facts the business has approved.
See what this coversA missing mention alone does not identify a website defect.
Possible scope 4
Separate a confirmed factual error from a useful improvement or unresolved question.
See what this coversIdentify the relevant page and the evidence needed for the next check.
Each step connects a customer question with the evidence available and the next decision. We agree who does each part before work starts.
We agree the buying questions with your team, the tools or modes, language and location context to sample, and who approves the final list.
We keep each dated answer with its recorded conditions and visible source links. Missing answers or sources are marked as missing.
Where an answer states a fact about your business, we compare its cited source with facts your named approver has confirmed. A confirmed conflict identifies a correction task; an unresolved observation identifies the next evidence needed.
Open the three steps below to see one customer question, the evidence needed and a possible next task. This is an illustrative walkthrough, not a captured answer or client result.
Illustrative working example · Question and source review
We agree a customer decision, collect dated answers and investigate supported factual gaps. For example, a cleaning enquiry may depend on whether a supplier serves the customer’s location.
Customer question
What should I check before choosing a supplier?
The customer needs clear scope, suitability and contact information before deciding which supplier to approach.
Open each step to see the proposed checks, evidence and possible next task.
Customer question
We agree the question wording and add named-business or location questions where useful. We agree languages, location context and the tools or modes to sample.
Evidence to collect
We save the exact question, tool, mode, date, language, available location context and visible links. We note device and signed-in state where relevant and available, plus conditions we cannot hold constant. Missing answers or links remain missing; this illustration contains no captured result.
Possible action
Where a wrong fact has a visible source, we compare that source with owner-approved information. We agree who can correct that source, whether it is your website or a third-party page, and whether implementation or a repeat check is included. An absent brand mention alone does not establish a website fault.
Platform guidance: Google’s guidance for AI Search features.
Bring the customer question, relevant pages and the person who can confirm the facts. Before we start, Aaron agrees the scope with you, including who approves changes and who implements them.

Explain what your customer needs to decide and share the page or AI answer that concerns you.
Name the subject expert or business owner who can confirm coverage, specifications and scope.
We agree whether the engagement supplies recommendations, edited pages or implementation, and whether a repeat check is included. For ongoing observations, see LLM Visibility Monitoring.
Select the statements that describe your situation. This helps frame a discussion; it is not an automated qualification or visibility score.
Short answers on what the audit can show, what it cannot, and who does what.
No. It records selected questions, tools, modes and dates. One observation cannot establish what every customer sees or guarantee future inclusion.
The exact question, language, location context, tool, mode, date, answer wording and visible sources. We note device and signed-in state where relevant and available, and conditions we cannot hold constant. Missing answers or links belong in the record too.
Not by itself. A confirmed coverage error and an absent mention are different observations. Investigate the sources before recommending a page change.
Only if the proposal includes it. We agree whether the engagement supplies recommendations, revised pages, markup or implementation, and name who approves factual claims and who makes changes. Content Optimisation and Entity SEO and Schema are related services; they are not automatically included in an audit.
Public pages and available observations are enough to start. Agreed read-only Search Console access can add context, including Google’s Generative AI performance report when available. That report shows impressions, not answer wording or separate AI-feature clicks. Analytics or site access may support additional agreed checks; we record any check that cannot be performed.
None of these checks can guarantee inclusion, citations, traffic or enquiries. Agree the deliverables and how they will be reviewed, while keeping business outcomes separate from source observations.
Choose questions tied to actual decisions: comparing suppliers, understanding service scope or checking a named business and location. We keep these groups separate: a supplier-comparison question can show whether you were mentioned in that sample; a named-business question can show whether the facts stated about you are right.
Record that no source was visible. Keep the answer and its conditions, then investigate relevant public pages independently. Do not label an assumed page as the source of an answer.
Yes, in an agreed comparison using the same questions and conditions. We record what was observed rather than treating a competitor mention as proof of better pages or a stronger business.
Separate confirmed factual errors, useful page improvements and unresolved observations. Identify the affected customer decision, evidence, approval owner and next investigation before choosing which task to implement.
A practical starting point
Share the customer question and the source page or observation that needs attention. We confirm the scope with you before any work begins.