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.
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sameAs Link Audit to Anchor Brand Entity for AI Search
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.
Gemini Brand Visibility: A Measurement Framework for Google's AI Surfaces
How to track a brand across Gemini, AI Overviews, and AI Mode — and why Google-Extended, grounding, and the Knowledge Graph aren't the same lever.
