What Schema Does an Ecommerce Website Need? (Product, Offer, Review, Explained)
The exact schema an ecommerce site needs in 2026: required Product and Offer fields, Review/AggregateRating rules, and the mistakes that suppress rich results.
Learn how to get cited by AI answer engines. Practical AEO and GEO guides on appearing in AI Overviews, AI Mode, and generative search results.
Showing 9 – 16 of 22 articles
The exact schema an ecommerce site needs in 2026: required Product and Offer fields, Review/AggregateRating rules, and the mistakes that suppress rich results.
Agent readiness explained: the four layers that let AI agents reach, understand, call and transact with your site — and how to test yours in an afternoon.
GEO explained from the research that coined it and Google's official position: what the KDD 2024 paper measured, what Google ignores, and what to actually do.
Answer engine optimization explained: what AEO is, why it has no spec, how little traffic non-Google answer engines send, and what actually works.
The 23 AI citation factors ranked by evidence, grouped into four gates — reachable, retrievable, liftable, trusted — plus a 30-minute self-audit.
Four ways to generate an llms.txt file, a runnable sitemap-to-llms.txt script, what the August 2026 v2 spec changed, and how to validate and automate it.
Which AI agents request Accept: text/markdown, what content negotiation saves in tokens, how to ship it in Django or at the CDN, and what breaks it.
Google Search ignores llms.txt and 97% of published files get zero requests. The evidence, who should still ship one, and what moves AI visibility instead.
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