Princeton GEO Paper Maps LLM Citation Signals

This is a useful reminder that "being good content" is not enough for AI search visibility; pages need to be machine-readable in ways retrieval systems can reward.

• –GEO turns AI citations into an optimization problem, not a vague SEO hunch
• –Answer-first writing, explicit stats, and clean structure make extraction easier for LLM pipelines
• –Crawl access and freshness still gate whether a page even enters the candidate set
• –Schema markup helps, but it is an amplifier, not a substitute for authority or relevance
• –The real takeaway for teams is to optimize for citation readiness, not just blue-link rankings