What's actually different from SEO
Traditional SEO optimizes for ranking on a results page. GEO and AEO optimize for being the source an AI cites in a generated answer. The mechanics shift: keyword density matters less, semantic clarity and structured information matter more. Content has to be unambiguous, machine-parseable, and traceable. Schema markup, clear topic structure, named-entity precision, and authoritative source citations all matter more than they did in classical SEO.
What this means for commerce specifically
Most GEO/AEO writing addresses a general marketing audience. Commerce changes the stakes. When a shopper asks what's the best moisturizer for sensitive skin under €30 and Rufus or ChatGPT answers with three product recommendations, your appearance in that answer is binary — you're cited or you're not. There's no second page. The brands building durable presence across AI-driven discovery are doing three things consistently: ensuring product detail pages contain machine-readable claim hierarchies (not just images), structuring schema markup at the product and brand level, and building authoritative third-party content (reviews, expert citations, structured comparison tables) that LLMs can reference back to.