Editorial
Research-backed guidance on citation integrity, knowledge graph entities and how answer engines cite local businesses.
NAP means Name, Address, and Phone number. Learn how consistent business identity data supports Local 3-Pack rankings, knowledge graph alignment, and AI answer visibility.
Joe Hayes 7 min
Analysis of 7,285 AI citations across ChatGPT, Perplexity, Gemini, and Google AI Overviews reveals that third-party directories capture 36.2% of citations, while direct business websites secure only 6.7%.
Hasan Saleem 9 min