For AI discoverability, JSON-LD is strongly recommended. Whilst all three formats are valid Schema.org implementations, JSON-LD offers decisive advantages: AI systems parse JSON-LD more efficiently than HTML-embedded formats; JSON-LD enables proper entity graphs through @id referencing; it separates content from presentation for cleaner architecture; it simplifies validation and debugging; and it aligns with NLWeb principles for LLM ingestion.
