LLMs vs Schema: Why Parsing Fails – and How to Fix It

TL;DR LLMs can read JSON-LD, but they don’t validate Schema.org rules. Most failures are pipeline issues: discovery → syntax → graph → trust. Ship server-rendered JSON-LD, stable @id links, tight graphs, and deterministic validation in CI. If your facts aren’t seen, linked, and trusted, you won’t be cited. What it means when someone says “LLMs […]