Research Publications
Where AI Gets Its Answers
1.3M+ citation analysis across ChatGPT, Claude, Gemini, and Perplexity
How AI Rewrites Your Query
Query translation patterns across AI models
How AI Crawlers See Your Site
Crawler behavior analysis across 8 AI platforms
When AI Models Disagree
Cross-model divergence in citation and ranking patterns
The llms.txt Effect
Does llms.txt actually improve AI visibility?
Which Pages Get Cited?
Page type performance in AI-generated answers
Anatomy of an AI Citation
What makes AI choose one source over another
Citation Decay
How quickly do AI citations expire?
Research Focus
AI Citation Analysis
How AI models select, rank, and present source material in generated answers
Crawler Behavior
How AI training and search crawlers discover and process web content
Cross-Model Divergence
Where and why different AI models disagree on citations and recommendations
Brand Visibility
How brand presence manifests across AI-generated search results
Content Optimization
Which content structures and page types perform best in AI answers
Citation Lifecycle
How AI citations decay, refresh, and evolve over time
