Analysis on citation patterns, generative recommendations, and what premium ecommerce leaders need to know next.
Generative Engine Optimization is how premium brands influence the recommendation layer across ChatGPT, Gemini, Claude, and Perplexity. This guide defines GEO, explains how it differs from SEO and AEO, and outlines where ecommerce leaders should start.
Google AI Overviews now appear on a significant share of commercial queries. We break down the citation patterns, content structures, and entity signals that increase the probability of being sourced in AI-generated answers.
When buyers ask ChatGPT for product recommendations, the model weighs brand authority, review consensus, and structured entity signals. This analysis maps the inputs behind AI recommendations and the levers premium ecommerce brands can pull.
We publish on a rolling basis. New field notes on entity optimization, category benchmarks, and generative engine behavior are forthcoming.