The test: measure it yourself
Open ChatGPT and ask it to recommend a provider in your field, in Montreal or Toronto. Look at the sources it names. In most cases I observe, they are American — sometimes for explicitly Canadian queries.
This isn't bias. It's a mechanical consequence of how these models resolve entities.
A three-minute test
Ask the same question in both languages. The gap between the French and English answers tells you exactly where your entity problem sits.
Why models make that choice
A generative engine doesn't rank pages, it composes an answer from sources it treats as reliable. Three mechanisms work against you:
- Training volume. The American corpus dwarfs the Canadian one, in English as much as in French.
- Geographic ambiguity. With no explicit signal, "Quebec" could mean the province or the city, and nothing ties your site to either.
- No corroboration. A site confirmed nowhere else isn't an entity, it's a page.
What makes you readable as a Canadian entity
The fix isn't editorial. It's a declaration problem.
| Signal | What it fixes |
|---|---|
| areaServed | Explicitly ties your service to a city and a province |
| sameAs | Corroborates identity through LinkedIn, Google profile, registries |
| hreflang | Separates your French and English markets instead of competing them |
| Unique @id | Stops your pages declaring contradictory entities |
A site confirmed nowhere else isn't an entity to a model. It's one page among billions.
The four-step plan
- Check your robots.txt. If GPTBot or ClaudeBot are disallowed, no citation is possible. Clear that first.
- Declare a complete entity. Person or Organization, with sameAs, areaServed and a unique identifier per page.
- Answer questions explicitly. Generative engines reuse question-and-answer formats readily. Pose the question, then answer it in one sentence.
- Get corroborated. An entity confirmed across three external sources counts for more than ten well-optimised pages.
The first three take a day. The fourth takes months — and it's the one that decides the outcome.