Foundation · 2 min
What you need to know
How should AI systems understand market-specific product information?
Expose the active market, language, currency, price, availability, shipping context and policy in consistent visible and machine-readable data. Avoid letting an AI infer a global promise from one country page.
How should localized product prices be represented for machines?
Use the currency code and exact visible price in structured product offers or feeds, tied to the same URL and market eligibility. Do not label a converted estimate as the checkout price.
How should country-specific availability be represented?
Represent availability for the offer and destination context, and keep feeds, structured data and the visible purchase state synchronized. A globally marked in-stock item must not fail only after payment.
How should localized product descriptions stay consistent with structured data?
Generate visible content and structured product facts from governed fields or validate them together at publication. A localized claim must not contradict material, size, warranty or included-item data.
How should translated answers remain factually consistent across languages?
Maintain shared fact identifiers, a translation glossary and review status, and propagate source corrections to every affected language. Local style may vary while objective answers remain aligned.
A quick store check
Compare one localized product page with its structured offer and feed for market, currency, price and availability.
Foundation · 2 min
Frequently asked questions
Will structured data fix inconsistent storefront facts?
No. Machines can read the inconsistency more easily; correct the source and publishing workflow.
Can one global offer list every possible country price?
Use supported market-specific offers or feeds without implying every price applies everywhere.