GEO and AI agents studio for ecommerce
Is your brand in the answer?
We get your brand cited, and described correctly, by ChatGPT, Gemini, Perplexity and Claude. With our own agent.

ChatGPT (Luna 5.6)

Claude (Sonnet 5.5)

Gemini (Flash)

Perplexity
Measured by hand in the answers of
- ChatGPT
- Claude
- Gemini
- Perplexity
Buyers now ask an AI before they search.
190 of 192
buying answers name at least one brand. A brand that is not in the answer is not left out of a neutral reply: its place goes to someone else.
AI Answers Atlas, October 2026. Read the AI Answers Atlas
Your brand isn’t in the answer
More shoppers ask ChatGPT, Gemini or Perplexity for a recommendation. The answer names a handful of brands. To the buyer, the others do not exist.
Your analytics don’t show it
Most of it happens without a click. The visits that do follow are usually filed as direct traffic in your tools. So you see neither what this channel earns you nor what it costs you.
Your SEO does not answer it
An AI does not rank pages, it reads sources and checks that they agree. Being first on Google helps, but it does not get you cited. The work is a different one, and most stores have not started it.
Be in the answer. Then stay there.
The work is your brand’s visibility in AI answers. Being cited, and described correctly. Our own agent does much of it. It is set up on your catalogue during the programme, then keeps watch in the monthly follow-up.
GEO
AI agent
GEO
AuditWhat AI tools say about you and your competitors.
GEO
ImproveProduct pages AI can quote, that still sell.
GEO
MeasureAI traffic, isolated in GA4.
AI agent
Set up on your catalogueOur agent rewrites your product pages during the programme.
AI agent
On watch every monthEvery month, it reworks new pages and flags errors.
Our tools: Shopify, WooCommerce, ChatGPT, Gemini, Perplexity, Claude, GA4. EU / GDPR compliant.
How an AI picks a brand
Four steps. You influence two.
All of our work goes into the two steps you can influence. Understand our approach →
- 1
The question
Conversational, specific, usually with a budget attached
Your leverage: None
- 2
Source selection
The AI gathers the sources it can read and understand
Your leverage: This is where the work happens
- 3
Trust
It weighs corroboration: reviews, mentions, consistency between sources
Your leverage: Earned, slowly
- 4
The answer
One recommendation, no second page
Your leverage: None
In each category, a few brands take the place.
61 of 64
mattress answers cite Tediber. In each category, one to three brands appear in more than half of the answers, and no other brand gets there.
128 of 690
cited brands came back on all four tries of the same question. One screenshot does not tell you whether a brand is really there.


We did it on our own site first. Every page here ships structured data, a machine-readable sitemap, an explicit policy for AI crawlers and a plain-text summary of what the studio does. You are reading what we would put in place for you.
Three things worth knowing before you talk to us.
French-speaking by focus
An AI answers a question asked in French from sources in French: press, forums, review sites. We work only with brands selling in France and French-speaking markets. So we know which sources count in your category.
Figures you can check
Every visibility figure we give comes from the same question asked several times, in the same tools your buyers use. Never from a single screenshot.
Our own agents run the studio
Our audits and our reporting run on agents we built, the same kind we set up for you. You get faster turnaround, and proof that what we sell works.
A free audit, a fixed-scope programme, then a follow-up over time.
- 1
GEO audit
FreeWe ask ChatGPT, Gemini, Perplexity and Claude 4 buying questions from your category, 5 times each, and measure whether your brand is cited, which brands replace it, and how it is described. Three priority actions, as a 3 to 4 page PDF, within 3 working days. The document is yours.
- 2
Programme
Fixed scopeOur agent is set up on your catalogue and rewrites your product pages so AI tools can quote them. Around it we add structured data, pages that answer buying questions, corrected information and presence on the sources AI tools consult. Six weeks, or three for young brands, scope and price agreed up front.
- 3
Monitoring
MonthlyThe agent keeps watch. It reworks new product pages as they are added and flags wrong information about your brand. The same questions are asked again every month and traffic from AI tools is followed in GA4. Corroboration is won slowly, which is where the results compound.
Pricing
Clear ranges, a short commitment.
Start with a free audit. Then a fixed-scope programme sets our agent up on your catalogue, and the monthly follow-up keeps it running. The follow-up runs a 3-month minimum, which is how long a change takes to become measurable.
Free GEO audit
3 working days
4 buying questions, 4 AI tools, 5 runs each. Your citation rate, the brands cited instead of you, three priority actions.
Audit
In-depth GEO audit
10 working days
20 buying questions, 4 AI tools, 5 runs. Competitors cited, the sources AI tools rely on in your category, a prioritised roadmap. Deducted from the programme if it follows.
€900 to €1,500
Book a 15-min call
Programme and follow-up, with our agent
Essential GEO programme
3 weeks, fixed scope
For young brands, €250k to €1M of annual revenue. AI crawlers let in and product structured data in place. Our agent set up on your 10 to 20 best-selling product pages. Before and after measured on the free audit’s 4 questions.
€1,500 to €2,500
Book a 15-min callGEO programme
6 weeks, fixed scope
Our agent set up on your catalogue, product pages rewritten so AI tools can quote them while they still sell to a buyer. Plus pages that answer buying questions, wrong information corrected and AI traffic measured in GA4. Before and after measured on the audit’s questions.
€3,500 to €6,000
Book a 15-min callMonthly GEO follow-up
Per month, 3-month minimum
Our agent keeps watch. New product pages reworked as they are added, wrong information about your brand flagged. The same questions asked again every month, with a progress report.
€1,000 to €2,000
Book a 15-min call
Indicative ranges, price agreed before we start.
Common questions
What is GEO?
GEO (generative engine optimization) is the work of getting your brand mentioned, and described correctly, when someone asks an AI tool like ChatGPT or Perplexity for a recommendation. It overlaps with SEO but depends above all on what other sites say about you.
Can you guarantee ChatGPT will recommend us?
No, and nobody honestly can. AI answers vary from one question to the next. What we can do is measure where you stand today, fix what’s in your control, and show you the change over time with the same method.
How do you measure traffic from AI tools?
We set up GA4 so that visits coming from ChatGPT, Perplexity and the other AI tools appear as their own channel, with what those visitors do on the site. Part of this traffic arrives with no trace of where it came from, so we always say how much the figures may undercount.
Is the GEO audit really free?
Yes. We ask ChatGPT, Gemini, Perplexity and Claude 4 buying questions from your category, 5 times each, and send you a 3 to 4 page PDF within 3 working days: your presence, the brands cited instead of you, and three priority actions. No charge and no obligation. If the actions are worth it, we can talk about them; the document is yours either way.
Who do you work with?
Ecommerce brands selling in France and French-speaking markets (Belgium, Switzerland), from €250k to €20M of annual revenue with a focus on €1M to €20M, typically on Shopify or WooCommerce. We focus on French-speaking markets because an AI answers a question asked in French from sources in French, and that’s the ground we know. Brands based elsewhere that sell into France are welcome.
Do you actually build the AI agent, or just resell a tool?
We build it. In the GEO programme, our agent is set up on your catalogue, tested and documented. In the monthly follow-up, we keep it running. The rewritten pages and the data it produces are yours, and the agent stays our tool. It touches only the systems you list, and anything going to a customer stays a draft a person approves until you decide otherwise. We run the studio on the same agents, so we only ship what we trust ourselves.
How fast will I see results?
What depends on your own site (structured data, product pages an AI can quote, corrected information) is in place within weeks. The Essential programme runs three weeks, the full programme six. Corroboration by other sources is won over several months, which is why the follow-up runs a 3-month minimum.
How do you measure success?
With figures you can check. The share of AI answers where your brand appears, on the same questions before and after, and the traffic coming from AI tools and what it buys. If we can’t measure it, we don’t claim it.
Find out whether your brand is in the answer.
Give us your store’s address and your category. Within 3 working days you get a 3 to 4 page PDF: the 4 buying questions we asked ChatGPT, Gemini, Perplexity and Claude (5 times each), how often each one cites your brand, the brands cited instead of you, how you are described, and the three actions to start with. Free, and the document is yours.
- ✓4 real buying questions from your category, asked 5 times to 4 AI tools: a frequency, not a screenshot
- ✓The brands cited instead of you, and why
- ✓A 3 to 4 page PDF within 3 working days
- ✓No obligation: run the actions yourself, or we talk
Prefer to talk first? Book a 15-min callFifteen minutes, no sales deck, no obligation.