AI Visibility & GEO Guides

Perplexity's 6-stage pipeline: its own 200B-URL index, hybrid BM25+dense retrieval, freshness weighting, schema advantage — and how to win at each stage.

The 7-stage retrieval pipeline behind every ChatGPT citation — classify, fan-out, filter, fetch, chunk, score, cite — and exactly how to win each stage.

One discipline, two scoreboards. What Google's own patent reveals about how AI answers are assembled — and the two-stage model that explains why brands with great rankings still get zero AI citations.

Gemini mentioned my brand for 'pain management' — but cited a 3-year-old press release, not my website. What that taught me about how AI engines learn brand associations.

AI visibility measures how often your brand appears in ChatGPT, Perplexity, Gemini, and Claude answers — and why that traffic converts at 20%+ compared to 2–3% for organic search.

GEO is how brands get cited by ChatGPT, Perplexity, and Gemini. Learn what it is, how it works, and why specific pages convert at 20%+ from AI traffic.