Seo

Even with perfect On-Site GEO, half of AI citations come from external channels. We cover platform-specific Off-Site strategies and how to diagnose your robots.txt setup.

How product master DB data flows through a 3-stage pipeline to become JSON-LD in your HTML . Covers the pipeline architecture and SSR-based automated deployment.

ChatGPT favors Wikipedia, Perplexity leans on Reddit, and Gemini prefers official websites. Covering all AI platforms with a single strategy is impossible.

Only 9% of Google’s top 10 pages are cited by AI. In an era where SEO rankings no longer guarantee AI citations, we break down the three core principles of GEO and their academic foundations.