Technical Playbooks

Schema markup isn't a direct AI ranking factor — but it's the infrastructure that determines whether AI engines can accurately extract, trust, and cite your content. This guide breaks down exactly how RAG pipelines parse structured data, which JSON-LD schema types drive the highest citation rates for B2B SaaS brands, and the precise implementation playbook — with code — to make your content machine-readable across ChatGPT, Gemini, and Perplexity.