AI Visibility & Generative Engine Optimization (GEO) in Montreal
Montreal buyers increasingly ask an AI assistant to name a provider — in English and French. Block B built the tool (LunimRank) and the method (its own AI-visibility rulebook) to measure and improve how ChatGPT, Claude, Perplexity, and Gemini talk about your brand. Serving Montreal from Winnipeg, remote across Canada.
Updated August 7, 2026What is GEO (generative engine optimization)?
GEO, or generative engine optimization, makes your content citable inside AI answers. Where SEO targets search-result rankings, GEO targets how ChatGPT, Claude, Perplexity, and Gemini quote and recommend your brand.
The term comes from the GEO research paper by Princeton, Georgia Tech, and IIT Delhi (KDD 2024): simple content-side changes — statistics, quotes, and cited sources — measurably raise visibility in generative engine responses. A 2026 SerpApi sweep of "ai visibility" and "generative engine optimization" shows almost no agency has claimed the term — the lowest- competition surface of any line Block B targets, and it maps one-to-one onto the product we built.
Why does AI visibility matter for Montreal businesses?
Montreal buyers increasingly ask AI assistants to shortlist providers instead of scrolling results. When an engine names your business in an answer, that mention outweighs a ranking earned one click at a time.
Montreal is Canada's bilingual tech hub — and that is a gap most SEO shops miss. English-only agencies compete for English queries, while French-language searches such as "agence web montreal" are underserved. Block B ships bilingual EN/FR products — Culvert Studio is bilingual — and serves the French query set too. We wrote up the reasoning in why AI visibility matters.
What did we find when we scanned AI engines for "SEO services Montreal"?
We ran LunimRank's real scans on August 7, 2026. Montreal's city-level free scan was rate-limited (HTTP 429) and remains unverified, so we show the scans that did run — the baseline is uniform. Toronto and Vancouver both scored an AI Readiness Score of 30 (grade F) with zero of five ChatGPT mentions, and Block B appears in zero of two engines' brand searches and citations. We publish the honest baseline, then fix it.
| LunimRank scan (2026-08-07) | What we measured | Result |
|---|---|---|
| Free AI-visibility scans — "SEO in Toronto" & "SEO in Vancouver" | AI Readiness Score + brand mentions across 5 real ChatGPT queries each | ARS 30 · grade F · 0 of 5 mentions each |
| AI Brand Search — "top SEO companies" | How many AI engines name Block B when asked to recommend an SEO | 0 of 2 engines (OpenAI lists Moz; Gemini unavailable) |
| AI Citations Checker — blockb.ca | How many AI engines cite the website in their answers | 0 of 2 engines |
That is the honest gap — Montreal's numbers are not yet measured, and every city we could scan starts from the same zero baseline. It is exactly what the GEO method fixes: answer capsules, schema, freshness, and monthly re-scans until the engines start citing you. See how it works on the LunimRank platform or read the LunimRank page, the national AI visibility guide, or the Montreal SEO services page.
How is GEO different from SEO?
GEO and SEO share the same foundation — roughly 80% of GEO is solid SEO. The difference is the surface: SEO earns rankings on a results page; GEO earns citations inside AI-generated answers.
| Aspect | GEO (Generative Engine Optimization) | SEO (Search Engine Optimization) |
|---|---|---|
| What you optimize for | Being named and cited inside AI-generated answers | Ranking on a search-engine results page |
| Engines / surfaces | ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews, Copilot | Google and Bing organic results |
| What's measured | Citation share, AI Readiness Score, mentions in AI answers | Rank position, organic clicks, impressions, CTR |
| Main levers | Answer capsules, statistics + cited sources, schema, freshness | Keywords, backlinks, on-page content, technical SEO |
| Time horizon | 2-6 weeks for structure; 1-3 months compounding | Weeks to months; slower to compound |
What actually makes AI engines cite a page?
Three measurable factors: a link-free direct answer up front, statistics and cited sources, and fresh, well-structured content. The data behind each is public, so this is testable — not marketing opinion.
- Answer capsules. Search Engine Land's audit of nearly two million organic sessions found 72.4% of pages cited by ChatGPT contained an identifiable answer capsule — the strongest citation predictor we have seen.
- Front-loading. Kevin Indig's analysis of 1.2 million ChatGPT citations found the "ski ramp" pattern: roughly 44% of LLM citations come from the first 30% of a page, so your most citable claim belongs first.
AI visibility and GEO in Montreal — frequently asked questions
Do I need to be visible on every AI engine?
No. Start with the engines your customers actually use — for most Montreal businesses that means ChatGPT, Gemini, and Copilot — and measure citations monthly. LunimRank tracks all eight major engines from one dashboard.
How long does GEO take to improve AI visibility?
Content structure and schema changes typically show citation movement within 2-6 weeks; authority and freshness signals compound over 1-3 months. We measure monthly so you see the trend, not a snapshot.
Why does Block B serve Montreal from Winnipeg?
Block B is based at 94 Sawka Bay, Winnipeg, and serves Montreal remotely — no fake local office. Our team ships bilingual EN/FR products, and Culvert Studio is bilingual, so Montreal clients get the same senior team in English or French. We've shipped 50+ client projects across different fields this way, including Tire Crew, North Star Driving, and Rehab & Revive.
Ready to Get Found by AI in Montreal?
Tell us your target keywords and we'll show you where you stand. Winnipeg, MB, Canada · +1 (431) 990-2033
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