
Cross-Agent Citation Consistency: Do ChatGPT, Perplexity, and Google AI Cite the Same Products?
Products cited by one AI agent are only 28% likely to be cited by another. This fragmentation means stores optimizing for a single platform miss 72% of potential AI shopping traffic. Our analysis of 300 ecommerce products across ChatGPT, Perplexity, and Google AI Mode reveals the specific content and structured data patterns that drive cross-platform citation consistency. The Cross-Agent Citation Gap: Key Findings We tracked 300 products from mid-sized ecommerce stores (Shopify, WooCommerce, BigCommerce) over 60 days. Each product was tested with 10 relevant shopping queries across three major AI shopping platforms. The results show significant fragmentation in AI agent citation behavior. ...