Polyglot AEOThis is the public benchmark behind the Polyglot AEO outreach and agency handoff workflow: root llms.txt, localized schema, CMS metadata drift, and production-domain verification.
The benchmark is intentionally small. It is meant to create a useful pre-launch or handoff note, not a long SEO export no one reads.
The public root file is missing, blocked, or does not point answer engines toward priority pages and locale groups.
Why it matters: AI-search crawlers have weaker public context for the pages a client expects to be cited or summarized.
Schema appears on the page, but language fields, locale-specific names, or localized descriptions are missing.
Why it matters: Search and answer systems can flatten localized pages into the default-language story.
Translated CMS pages still share repeated titles, summaries, descriptions, or empty fields from the default locale.
Why it matters: The site looks translated to visitors while public metadata still looks unfinished to crawlers.
Teams review inside Framer or staging, but skip a final check against the published production domain.
Why it matters: Client handoff misses the exact public state that search engines and answer engines can actually fetch.
Each check maps to a concrete handoff line: public evidence, client risk, and the first fix your team can apply.
Root /llms.txt returns 200 and lists priority URLs
Visible locale paths are represented in schema, metadata, and crawler notes
JSON-LD exists on the published page and carries useful language context
Collection titles, summaries, and descriptions are not duplicated by locale
The client receives a short note with findings, risk, and first fix
For agencies, the deliverable is a short note with three public findings, first fixes, and a client summary. For founders, the same benchmark becomes a focused fix list before the next launch.
I will check the published site against the benchmark and send back the highest-impact findings across llms.txt, localized schema, CMS metadata, and public-domain verification.
Prefer email? Send the same request to jimmymjing@gmail.com.