Layer 1 / Growth Infrastructure

Generative Engine Optimization.

AI search engines are reshaping how people find businesses. ChatGPT, Perplexity, Claude, and Google AI Overviews pull answers from the web and cite sources. If your content is not structured for these tools, you are invisible to a growing share of searchers.

AI agents don't just cite content. They also shop. See how agentic commerce works

The problem

What we see across AI tools.

We test brands across ChatGPT, Perplexity, Claude, and Google AI Overviews. Most businesses are completely invisible. Their content exists, but AI tools can not extract or cite it.

Query
Someone asks an AI tool about your industry
Process
The AI scans and selects sources
Cite
Does it reference your brand?
Visibility

AI tools do not mention your brand

Ask ChatGPT or Perplexity about your industry. Your competitors get cited. You do not. The content is there, but it is not structured in a way that AI models can extract and reference.

Structure

Content not formatted for AI extraction

Long paragraphs with no clear definitions, no FAQ blocks, no structured answers. AI tools need clean, extractable content. Most websites give them walls of text instead.

Measurement

No tracking of AI citation presence

Nobody is monitoring whether AI tools cite the brand or not. Visibility shifts happen silently. By the time you notice, competitors have already claimed the space.

What we do

Deliverables.

AI citation audit

Test your brand and key queries across ChatGPT, Perplexity, and Claude. Identify where you are cited and where you are missing.

Content restructuring

Reformat existing content for extractability: clear definitions, structured answers, FAQ blocks, and semantic markup.

Schema and structured data

FAQPage, HowTo, Article, and Organization schema implemented to feed AI crawlers the right signals.

Ongoing GEO monitoring

Track AI citation presence across models and queries. Adjust content strategy based on what gets picked up.

Scope

What we cover.

AI citations
Brand mentions across AI tools
Schema markup
Structured data for AI crawlers
FAQ structure
Extractable question-answer blocks
Content format
Clear definitions and answers
Entity signals
Brand recognition by AI models
Source authority
Backlink and trust signals
Structured answers
Direct, concise response format
Citation tracking
Monitoring across AI platforms
Process

How we work.

1

Audit

Test your brand across ChatGPT, Perplexity, Claude, and AI Overviews. Map where you are cited and where you are missing.

2

Restructure

Reformat content for AI extractability. Clear definitions, structured answers, FAQ blocks, and semantic markup.

3

Implement

Deploy FAQPage, HowTo, Article, and Organization schema. Build the structured data layer AI crawlers need.

4

Track

Monitor citation presence across AI models and queries. Adjust content strategy based on what gets picked up.

Fit

Who this is for.

  • Businesses already investing in SEO who want to capture AI search traffic
  • SaaS and tech companies whose prospects use AI tools for research
  • E-commerce brands preparing for agentic commerce surfaces
Proof

What clients say.

Working with L'Atelier Growth has been an absolute game-changer for ConceptCore. The team is incredibly reactive and took the time to clearly explain the intricacies of SEO so we truly understood the strategy. Beyond just SEO, they provided outstanding, in-depth data analysis for our Meta ads and...

Aurelien Fournier
Founder, ConceptCore
France
Google review

Working with L'Atelier Growth has been a great experience. They helped us implement a solid SEO strategy quickly and efficiently with a clear and structured approach. Their team is always available and quick to respond.

Jad Saber
Co-Founder, Chromatic Studio
Europe and US
Google review

We've been working with L'Atelier Growth for our SEO and paid media strategy and they've delivered qualified leads for our business. Sharp, responsive, and genuinely understand B2B marketing in our market. Highly recommend.

Antoine Maroun
COO, Fujilift
Lebanon
Google review

Worked with Roy and Daniel on SEO for my website. Very professional and effective, huge thanks for the great results. Highly recommended.

Charbel Hoayek
Managing Partner, Galerie Hoayek
Lebanon
Google review

Highly professional and supportive team.

Maria Farah
Marketing Manager, Rahbani Shop
Lebanon
Google review
GEO audit

Get visible in AI search.

We audit your presence across AI tools and restructure your content to get cited.