08/31/2026
Multilingual SEO can look fine in Google and still break in AI search.
A buyer asks in Spanish, French, German, or Hindi.
Your local page exists.
AI still pulls the English URL.
That means the buyer may miss the proof that was written for their market.
Check this before creating more translated content:
Can each language page open directly?
Does each version have its own URL?
Does hreflang point both ways?
Does the local page avoid forced redirects?
Does the canonical point to the local page, not the English one?
For B2B brands, local pages carry more than translation.
They carry trust.
Regional case studies.
Compliance details.
Local service language.
Buyer terms that sound natural in that market.
If AI keeps citing the English page, the buyer gets a weaker version of your story.
Comment MULTI and I’ll send the 5-page multilingual AEO check I’d run first.