The structured data landscape has undergone significant transformation in 2024, driven by the rise of AI-powered search, the growing importance of machine-readable content, and the need to ground ...

The standard architecture — chunking documents, embedding them into a vector database, and retrieving top-k results via cosine similarity — is effective for unstructured semantic search. However, for ...

What if your AI could not only retrieve information but also uncover the hidden relationships that make your data truly meaningful? Traditional vector-based retrieval methods, while effective for ...

This allows you to use different syntaxes that can now connect together. Google Search now supports what is called supports syntax graph merge. Essentially this means different syntaxes of structured ...

Large language models (LLMs) have fundamentally changed what it means to be found online. These systems do not read content the way a person does, nor do they rank pages the way traditional search ...

Forbes contributors publish independent expert analyses and insights. I track enterprise software application development & data management. Jul 03, 2025, 10:43am EDT Business 3d tablet virtual growth ...

Google announced that it’s okay to merge two kinds of Schema.org structured data now and that it will validate at the major structured data validators. Now your choices aren’t restricted to ...

Google's John Mueller was asked if there is a Google SEO preference to having your structured data connected in some graph or node array versus having them as individual elements in their own blocks ...