Google AI visibility: what Google confirms—and what it does not
A practical separation of documented requirements from unsupported AEO tactics, translated into priorities for commerce teams.
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Articles and guides for better store visibility
Clear, practical guidance on search, AI and product data.
Product data is the shared language of AI commerce
Align product pages, schema and feeds around one source of truth to improve clarity and reduce channel errors.
Read articleHow to measure AI visibility without inventing a comforting score
A measurement framework spanning fixed query samples, citations, referrals, Search Console and commercial conversion.
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