Your French-language AI visibility is likely materially weaker than your English-language visibility.
AI engines draw citation authority from structured data, trusted sources, and entity signals. Most Canadian brands have built these assets primarily in English. French-language schema, French-language entity data, and French-language authoritative sources are typically much thinner — and AI engines reflect this gap faithfully.