The AI Search Entity Audit: How to Verify AI Answer Engines Actually Know Who You Are
A step-by-step method for checking whether ChatGPT, Perplexity, and Google know your brand as its own entity — not a competitor or generic term.

nqzaiBlogTag archive
A step-by-step method for checking whether ChatGPT, Perplexity, and Google know your brand as its own entity — not a competitor or generic term.

sameAs doesn't rank pages — it tells Google and AI systems which Wikipedia page, Wikidata item, and social profiles all describe the same entity. Here's how to audit it correctly, and what it can't do for you.

A practical framework for Gemini and AI Overview visibility: entity clarity, verifiable evidence, stable page structure, and how to actually measure citations.

Discover how an entity home page with sourced facts can boost AI visibility by 40%. Includes a step-by-step blueprint and research from KDD 2024.

Fragmented Organization and LocalBusiness markup — a different logo on the pricing page, a stale address in the footer schema, a sameAs link to a dead Twitter handle — quietly breaks the entity signal AI search systems use to recognize a brand. Here's how to audit it and fix it.

How to build one canonical facts page AI answer engines can trust to resolve stale or conflicting claims about your company.
