Does Generative Engine Optimization replace schema markup work?

All answers to this question.

Structured data is actually more critical now than it ever was in the past. LLMs do not magically understand messy web pages; they rely heavily on structured code like JSON-LD schema to verify entities, relationships, and specific data points without confusion. Generative systems use these code tags to quickly pull facts, prices, and author credentials to validate their generated text. If you strip away your technical markup, you make it much harder for an AI crawler to confidently index your site as an authoritative reference.

   Answered 2025-09-09 by Pamela Jennings

Should we be focusing more on advanced custom schemas like Product and Organization markup, or do standard Article and FAQ schemas still provide enough context for these modern LLM models to cite us?

   Answered 2025-09-14 by Raymond Thorne

• Raymond, you definitely want to go as deep as possible with custom schemas now. Standard article markup is just the baseline; adding specific product attributes, author entities, and sameAs links to trusted external databases helps the AI connect your brand to established knowledge graphs, increasing your citation chances significantly.

     Commented 2025-09-16 by Vincent Gallagher

Technical architecture remains the foundation of visibility. If a bot experiences rendering errors or slow load times while crawling your site, it will simply move on to another source.

   Answered 2025-09-20 by Lawrence Vance

• Lawrence makes a vital point that many marketers ignore. No matter how advanced an artificial intelligence model claims to be, it still has a limited crawling budget and requires clean, fast-loading HTML to process information efficiently. Core Web Vitals are still a massive piece of the puzzle.

     Commented 2025-09-22 by Vanessa Sterling