AI visibility (GEO)
How to get cited by ChatGPT: the GEO guide (2026)
To get cited by ChatGPT, Perplexity or Google's AI Overviews, structure every page so it answers the target question directly within the first 40 to 80 words, in clear, verifiable language. AI engines extract and cite self-contained passages: a concise answer at the top of the page, subheadings phrased as questions, figures attributed to a source, and an entity (your company) recognised consistently across the web. That is the logic of GEO — Generative Engine Optimization.
Updated July 1, 2026
GEO does not replace SEO: it sits on top of solid foundations (a fast, well-structured, indexable site). In 2026, being visible on Google is no longer enough, because more and more people put their question straight to an AI that then recommends suppliers.
Why GEO matters now
Use of AI engines has exploded. In February 2026, OpenAI announced that ChatGPT had roughly 900 million weekly active users, up from 400 million a year earlier. When a customer on the South Shore types "best web agency in Longueuil" into ChatGPT or Perplexity, the AI generates a synthesised answer and cites a handful of sources. If your business is not among them, you are invisible — whatever your position on Google.
The good news: GEO rests on concrete, measurable levers, not on magic.
The levers that earn citations
1. Answer-first writing (lever number one)
AI engines cite short, self-contained passages. Put a direct answer of 40 to 80 words at the very top of the page, answering exactly the question you are targeting. Then phrase your H2s as real questions ("How much does…", "How does… work"). That is the format engines extract most easily.
2. Content with numbers and dates
Generative engines favour content that states verifiable facts: figures, ranges, dates, named sources. A sentence like "in Quebec, an ongoing SEO/GEO mandate for an SMB generally runs between $1,500 and $3,500 CAD per month (indicative range — to be confirmed for your project)" is far more citable than a vague claim. Date your pages and keep them current.
3. Structured data (JSON-LD schema)
Schema.org markup in JSON-LD removes ambiguity about who you are and what you offer. Organization, LocalBusiness, Service, Article (with author and date) and FAQPage schemas help AI engines qualify your entity and your content. An important nuance: a December 2025 study (Search Atlas) found no direct correlation between schema coverage and AI citation rate. Schema clarifies; it does not "force" a citation. It is a useful, low-risk signal — but it never replaces content quality.
4. Entity: being recognised the same way everywhere
AI engines build a "profile" of your company from across the web. So your name, your expertise and your service area (Beloeil, South Shore, Montreal, Longueuil, Brossard, the Beauce) need to be mentioned consistently on your site, your Google Business profile, LinkedIn, directories, press and podcasts. The schema sameAs field (linking your official profiles and, ideally, a Wikidata entry) acts as the join key in the knowledge graph. Google reviews and third-party mentions reinforce that authority.
5. The llms.txt file: worth knowing, not worth overrating
llms.txt is a text file at the root of the site that points AI engines to your most important pages — a bit like robots.txt, but for navigation rather than access. The 2026 reality: adoption remains low (~10 % of domains) and traffic data shows that most AI crawlers (GPTBot, PerplexityBot, ClaudeBot) still largely ignore it and read the HTML directly. It is a low-effort, low-risk addition, but do not count on it as a primary lever — your page structure matters far more.
6. AI crawler access
Make sure your robots.txt does not block the AI crawlers you want to reach: GPTBot and OAI-SearchBot (OpenAI / ChatGPT), PerplexityBot, ClaudeBot (Anthropic) and Google-Extended. A site invisible to crawlers cannot be cited.
What does GEO cost in Quebec?
GEO is most often folded into an ongoing web marketing mandate. Ranges observed in the Quebec market in 2026:
- Entry-level SEO/GEO packages: from roughly $200 to $500/month (indicative range — to be confirmed for your project).
- Ongoing mandate for an SMB (technical audit, on-page, writing, entity work, some backlinks): $1,500 to $3,500 CAD/month (indicative range — to be confirmed for your project).
- Independent consultant: $75 to $150/h (indicative range — to be confirmed for your project).
The real price depends on your sector, your competition and how mature your site is.
How to measure your AI visibility
Test regularly: put your prospects' real questions into ChatGPT, Perplexity, Gemini and Google AI Overviews, then note whether you are cited, how you are described, and which competitors appear. It is the most direct barometer of your GEO progress.
Take action with Bollé Communications
At Bollé Communications, we design your content and your site so they rank well on Google and get cited by AI engines. From answer-first writing to markup and entity consistency, we build your visibility where your customers are actually looking.
See our approach to web marketing or let's talk about your project.
Sources: Guillaume Payet, JPL Digital, Constella, Lead4Pro, SLASHR, limy.ai — LLMs.txt in 2026, Digital Applied — AI Crawler Access 2026.
Frequently asked questions
Does GEO replace SEO?
No. GEO sits on top of healthy SEO foundations (a fast, structured, indexable site). The two approaches coexist and reinforce each other.
How long before GEO shows results?
Like SEO, it is gradual. Engines have to recrawl your pages and your entity has to become more consistent across the web — generally expect several weeks to a few months (to be confirmed for your situation).
Is the llms.txt file essential?
No. In 2026, most AI crawlers still ignore it. It is a low-effort bonus, but answer-first writing, content with real numbers and your entity matter much more.
Which AI engines should Quebec businesses prioritise?
ChatGPT (the most used), Perplexity, Google AI Overviews and Gemini. Optimising for all of them at once comes down to the same basic levers: answer-first writing, clear structure and a consistent entity.
Does JSON-LD schema guarantee a citation?
No. It clarifies your entity and your content for AI engines, but no study shows that it forces a citation. It is a useful signal among others, never a substitute for good content.
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