
"AI-driven shopping is transforming discovery and purchase journeys. Traditional SEO focused on clicks; now Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) determine visibility in LLM-powered ecosystems. Answer/Agentic Engine Optimization (AEO): Optimizes content for AI agents and assistants (like Copilot or ChatGPT) so they can find, understand, and present answers effectively. If SEO focused on driving clicks, AEO is focused on driving clarity with enriched, real-time data."
"Generative Engine Optimization (GEO): Optimizes content for generative AI search environments (like LLM-powered engines) to make it discoverable, trustworthy, and authoritative. GEO helps establish credibility through authoritative voice. Example searches: SEO: "Waterproof rain jacket". AEO: "Lightweight, packable waterproof rain jacket with stuff pocket, ventilated seams and reflective piping". GEO: "Best-rated waterproof jacket by Outdoor magazine, no-hassle returns allowed for 180 days, three year warranty, 4.8 star rating"."
AI-driven shopping transforms discovery and purchase journeys, moving visibility from click-driven SEO toward LLM-powered ecosystems. Answer/Agentic Engine Optimization (AEO) optimizes content for AI agents and assistants so they can find, understand, and present answers effectively. Generative Engine Optimization (GEO) optimizes content for generative AI search environments to make content discoverable, trustworthy, and authoritative. AEO emphasizes clarity with enriched, real-time data. GEO emphasizes credibility and authoritative voice. Search outputs differ by format and intent: terse product queries for SEO, descriptive feature-rich responses for AEO, and reputational, warranty, and rating-focused results for GEO. Practical data strategies can help retailers adapt for AI search, assistants, and browsers.
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