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structured data

8 posts

How to optimize Shopify products for Google AI Overviews: indexing, product structured data, buying-question content, and authority
AI search

Shopify product optimization for Google AI Overviews

Google AI Overviews now answer buying questions and surface products. Here is how to optimize Shopify products for AI Overviews: indexing, product structured data, buying content, and authority.

·10 min
Whether structured data is required for LLM SEO and where schema actually helps in AI search
SEO

Do I need structured data for LLM SEO?

Do LLMs need structured data to cite you? Google says no special schema is required for AI features. Here is what schema actually does for AI search and when it matters.

·10 min
An AI engine reading and recommending clear natural-language prose content without requiring structured markup
Content strategy

does unstructured data prevent ai recommendations

No, unstructured content does not prevent AI recommendations. LLMs read prose natively, and markup barely moved citations in testing.

·11 min
ChatGPT wrongly attributing a company's statistic to a similarly named competitor because of weak entity signals
AI search

how do i stop chatgpt search from attributing my stats to an incorrect company

It is an entity-confusion problem: your signals are too weak to disambiguate you. Fix it with clear, consistent, first-party, corroborated attribution.

·10 min
Whether schema markup is required for Google AI Overviews and what actually drives AI Overview citations
SEO

Do you need specific schema markup for AI Overviews?

Do you need special schema markup to appear in Google AI Overviews? Google says no. Here is what structured data is really for and what actually drives AI Overview citations.

·10 min
Diagnosing why products are not showing in Google AI Overviews: eligibility, product data, content, authority, and query triggers
AI search

Why are my products not showing in Google AI overviews?

Products absent from Google AI Overviews? It is usually eligibility, product data, content, authority, or the query itself. Here is how to diagnose and fix each cause.

·10 min
An AI answer engine reading a sizing chart rendered as HTML text while an image-based chart on another page stays unreadable
AI search

how do ai answer engines extract sizing charts from product pages

They read text, so a sizing chart in clean HTML gets extracted, while one locked in an image, script, or PDF is invisible. Make the data real, labeled text.

·10 min
Whether FAQ schema still works for ChatGPT SEO, contrasting the markup with visible Q&A content AI extracts
SEO

Does FAQ schema still work for ChatGPT SEO?

Does FAQ schema still work for ChatGPT and AI SEO? The markup no longer earns Google rich results and is not what AI cites. Here is what actually works and how to use FAQ content.

·10 min