What AI says about you, and about your competitors.
More and more prospects put their questions to ChatGPT, or read the answer generated at the top of Google, before they visit a website. We ask 5 AI engines 30 of these questions and give you a score, a list of errors and 10 actions to get cited.
Part of the search now happens in an answer you never see.
When an executive asks “which agency should I choose in Abidjan?” or “is this firm any good?”, the AI writes a single answer with three or four names. Being missing from that list, or being described wrongly, leaves no trace in your analytics.
We audit companies and organisations in Africa and in France, with questions adapted to your markets: “which consultancy should I choose in Abidjan?”, “best communication agency in Dakar?”.
Missing from the lists
AI tools recommend a few providers per question. If your website, listings and mentions do not match the question asked, you are not there.
Described wrongly
Wrong city, wrong executive, confusion with a namesake, content credited to someone else: errors spread from one answer to the next.
Unknown sources
AI tools rely on directories, comparison sites, registers and social networks. Knowing which ones tells you where to act.
We tested our own firm first.
Before offering this audit, we applied it to Cabinet 86. On 24 October 2026, 30 questions were put to ChatGPT and Google AI Overviews. Here is what we learned.
Well described when named
On questions that include our name, the AI tools describe our business and our website correctly.
Rarely cited without our name
When a prospect looks for an agency without knowing us, the AI tools mostly recommend other firms.
Attribution errors
Our newsletter credited to a large group, a location that does not appear on our website: errors that a test makes it possible to spot.
Pilot carried out on 2 of the 5 engines. AI answers vary from one session to the next. Our corrective actions are under way.
A report you can read in 20 minutes, and a list of actions.
30 questions adapted to your businessLocal and national discovery, needs, brand, comparison with your competitors, specific area.
5 AI enginesChatGPT, Google AI Overviews, Perplexity, Gemini and Microsoft Copilot, each in a fresh session.
A score out of 100By engine and by category, using a grid we provide: mention, position, tone, accuracy, source.
Your share of voiceHow often you and your competitors are cited, and which ones the AI tools recommend unprompted.
The errors foundLocation, executives, namesakes, attributions: each error with its severity and probable source.
The sources usedCompetitor sites, directories, comparison sites, registers, media: the places where you need to be present.
10 priority actionsRanked P1, P2, P3, each linked to a finding in the report.
PDF and raw dataA report of about 15 pages and a file of the answers collected, delivered in 5 working days.
questions adapted to your business
- ChatGPT
- Google AI Overviews
- Perplexity
- Gemini
- Microsoft Copilot
- Mention
- Position
- Tone
- Accuracy
- Source
A score out of 100, by engine and by category
Four steps, five working days.
Order and form
You receive the invoice and fill in a 5-minute form: website, city, 3 competitors, target clients, key services.
The questions
We adapt the 30 questions to your business, then put them to the 5 engines. Every answer is recorded: excerpt, sources, competitors cited.
The analysis
Scoring, share of voice, ranking of sources, errors. The 10 actions are written from these findings.
Delivery
PDF report and raw data by email.
Three options, from a one-off audit to monthly tracking.
AI Reputation Audit
- 30 questions, 5 engines
- Score out of 100 and share of voice
- Errors and sources
- 10 priority actions
- PDF and data, within 5 working days
Audit + correction plan
- The full audit
- 60-minute debrief
- Copy written for 2 pages of your website
- Ready-to-use schema.org markup
- 3 directory listings written
- List of comparison sites and media to approach
- New test of the 30 questions after 60 days
Monthly tracking
- New test every month
- 2-page progress note
- Score, share of voice, errors corrected or new
- Cancel at any time
- After a first audit
A question before you order? benjamin@cabinet86.com
Before you order.
What is visibility in AI, or “GEO”?
It is the place you hold in the answers written by AI assistants (ChatGPT, Gemini, Perplexity, Copilot) and by Google at the top of its results. It is also called Generative Engine Optimisation. The audit measures that place at a given date.
Do you guarantee that ChatGPT will cite me?
No. Nobody controls the answers these engines give. The audit sets out the findings and proposes the actions most likely to improve your presence. Monthly tracking then measures the effect of those actions.
The answers change from one time to the next: is the report reliable?
Answers do vary, which is why we test 30 questions on 5 engines, in fresh sessions, and document each answer with an excerpt and its sources. The report is a snapshot at a given date, and its limits are stated.
What do you need from me?
A 5-minute form: company name, website, city, 3 competitors, target clients, key services. No access to your accounts is needed.
How is this different from an SEO audit?
An SEO audit looks at your ranking in Google’s links. This one looks at what AI tools say about you in their written answer: whether you are cited, how, alongside whom and on the basis of which sources.
What happens after delivery?
You can carry out the 10 actions yourself or with your agency. If you prefer, the “Audit + correction plan” option includes copy and elements ready to publish. Monthly tracking then measures progress.
Can you test an executive’s name?
Yes, with their consent. Brand questions can include the executive’s name, which helps spot namesakes and misattributions.
How do payment and invoicing work?
You receive an invoice from C86 EURL when you order. Monthly tracking has no commitment and can be cancelled at any time.
Know what AI says about you, before your prospects do.
30 questions, 5 engines, 10 actions. Report delivered in 5 working days.