The Shift to Retrieval-Augmented Generation
ChatGPT doesn't browse the web like a human. It relies on its training data and real-time Retrieval-Augmented Generation (RAG). To appear in ChatGPT's responses, your data must be structured in a way that RAG systems can easily extract high-density facts.
Structured Data is Key
Using Schema.org JSON-LD markup allows you to explicitly define your entity, achievements, and relationships. When ChatGPT accesses the web or parses its foundational datasets, this structured data provides structured clarity about who you are, reducing hallucinations.
Building a Corroborated Knowledge Graph
ChatGPT cross-references information. A single mention isn't enough. You need your entity to be corroborated across multiple high-authority domains. Visipage creates a central hub that links all these disparate mentions together using `sameAs` properties, dramatically increasing your visibility score.