What the Data Actually Shows
Living research pages synthesized from patents, API leaks, court testimony, and large-scale citation studies. Each page is updated as new evidence emerges — not opinions, not predictions, just the accumulated weight of data.
How AI Search Decides What to Cite — and What It Ignores
Data-driven synthesis of AI citation mechanics across ChatGPT, Perplexity, Google AI Mode, and Gemini. What gets cited, why traditional SEO metrics barely matter, and what the pipeline actually looks like.
15+ studies across Ahrefs, Semrush, DEJAN AI, Profound, AirOps, and others
The Reality Gap: What Google Says vs. What Google Measures
A clinical comparison of official search engine guidance against what their internal documentation, API leaks, and legal discoveries prove they actually measure. Quote vs. module vs. testimony.
Google API leak (14,014 attributes), DOJ antitrust testimony, spokesperson statements
The Zero-Click Paradox: Fewer Clicks, Higher Conversion
Traffic volume is collapsing but traffic value is concentrating. Why the traditional CTR curve is dead and why the clicks that survive the AI filter convert at 5x the historical rate.
SparkToro, Semrush, Ahrefs, Seer Interactive, Superprompt, Pew Research Center
Content Engineering: Building the Agent-Shaped Web
The shift from writing SEO content to building extractable data structures. How to architect pages for LLM ingestion, query fan-out, and agentic retrieval.
DEJAN AI, iPullRank, Semrush, Wellows, Growth Marshal, Seer Interactive, Surfer SEO
Living Documents
These pages are continuously updated as new studies, patent filings, and platform changes emerge. Every claim is sourced. Certainty language reflects the weight of evidence — not conviction.