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Multilingual SEO as an “entity problem,” not a “page translation problem”

I have been thinking about this for a while and wanted to get some reactions from people who work in SEO or build for ecommerce.

The entire multilingual SEO industry is built around one assumption. Translate your pages, create /fr/ and /de/ URLs, set up hreflang, and you are discoverable in every language. That works for Google because Google ranks pages and crawls URLs.

But AI search engines like ChatGPT, Perplexity and Google SGE don't work that way. They don't rank pages in the traditional sense. They try to answer a specific question about every product they encounter which is: what is this thing, and what is it called in different languages and contexts?

The field that carries that answer in Schema.org is alternateName with language tags. It looks like this:

Mangesh Yadav

18d ago

AI AEO: The Next Gen of WooCommerce SEO - Future-proof your WooCommerce store for the AI Search era.

SEO is evolving into AEO. While traditional plugins focus on Google’s blue links, ChatGPT and Perplexity are looking for conversational data. The Problem: WPML and TranslatePress don't optimize your product schema for AI crawlers. The Solution: Our plugin injects AI-powered, multi language titles directly into your Schema.org alternateName field. Zero Bulk: No duplicate URLs Privacy-First GDPR compliant Early Supporter Deal: Get a Lifetime License for $49 https://mangesh238.gumroad.com/l...
Mangesh Yadav

8mo ago

LawAIassistant - LawAIAssist – Draft Legal Documents in Minutes, Not Hours

LawAI Assist helps law students, paralegals, & solo practitioners draft accurate legal Ducuments in minutes, no prompts, no chatbots, no hallucinations. Unlike most AI tools, it’s not a chatbot. structured, accurate, and jurisdiction-specific.
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