See how AI describes you today
Run a fixed prompt set across major answer engines and capture mentions, descriptions, citations, and omissions.
Run the quick check →Your company already has an AI reputation. Measure it.
What does AI say about your company when you are not in the room?
AI Visibility helps companies understand how ChatGPT, Perplexity, Gemini, and AI Overviews describe their category, then improve the evidence shaping those answers.
The visibility loopAI Visibility
Entity
Citations
Answers
Measurement
AI visibility researcher and practitioner. Head of Data & AI at Firgun Ventures. Lead AI Lecturer at Le Wagon, AI consultant, author, and former ecommerce founder — with applied AI programs taught for teams including:
The first question · AI Visibility
Millions of people have switched to AI for search.
AI systems are becoming a first impression. Buyers ask about categories, vendors, alternatives, and risks before they ever reach a company website.
AI Visibility makes that first impression observable. We test the prompts, inspect the sources, find the gaps, and turn the findings into a practical plan for clearer answers.
Q
What does AI say about this company?
Cited source
cedricdeschaut.com
Choose your starting point
Start with the visibility question that keeps coming up.
A practical path from baseline to better evidence: measure the answers, understand the sources, repair the gaps, and keep watching the drift.
Find the answer and citation gaps
Understand how buyers might be misled, what competitors own, and which evidence could change the answer.
Request a teardown →Publish what buyers need to know
Turn category definitions, comparisons, FAQs, proof, limitations, and use cases into answerable assets.
Explore the content layer →Strengthen the sources around the brand
Build legitimate references across owned, earned, expert, community, and media surfaces with consistent facts.
Map the citation system →Measure consensus and drift
Repeat the prompts over time so you can see new citations, contradictions, competitor framing, and missing evidence.
Discuss ongoing monitoring →Not sure which prompt first?
Start with one category, buyer, competitor, or recommendation question that matters commercially.
Let's chat →
Ways to work together
From one visibility question to a repeatable measurement system.
Start with the field experiment if you are exploring. Move into a baseline or teardown when the answers affect a real growth decision.
Stay up to date
FreeFollow the newsletter on AI visibility, citations, answer engines, and the evidence shaping brand perception.
AI Visibility Quick Check
Free baselineStart with a small prompt set to see what AI systems say and which sources they cite.
Visibility Teardown
Paid analysisA focused readout of descriptions, citations, gaps, competitor framing, and the highest-leverage repairs.
AI Visibility Sprint
Strategy + buildTurn the baseline into a prioritized content, citation, entity, and measurement plan your team can run.
Ongoing Visibility Partner
Monthly supportMaintain the prompt set, monitor drift, refresh evidence, and keep the company accurately represented.
Agentic SEO
Specialist partnerFocused AI visibility support when citations, entity clarity, and AI-mediated discovery are the urgent growth bottleneck.
Go deeper
Build the AI SEO system behind better visibility.
Explore the practical course, or preview the material before you decide how far to go.
In Practice
Teaching applied AI to a Fortune 500 company
The operator behind it
Let's talk
Cedric studies the gap between what a company says and what AI systems repeat.
His background spans data engineering, BI, technical consulting, ecommerce, media operations, growth, and applied AI education. That mix shapes the point of view behind AI Visibility: being mentioned matters less than being understood correctly when the decision is on the line.
Now
Head of Data & AI
Firgun Ventures
Teaching
Lead AI Lecturer
Le Wagon
Also
Author & AI SEO researcher
Former ecommerce founder
Built
GenAI programs
For enterprise teams
Your next step
One clear answer beats another scattered visibility experiment.
Start with the field notes if you are exploring. Request a teardown if you need to understand what AI says about your company and what to fix first.