AEO is not SEO 2.0
The comparison between SEO and AEO is a trap
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The comparison between SEO and AEO is a trap. It’s easy to look at both and see an LLM response as search results of 2026, but that logic is wrong, and this flawed reasoning is why so many are currently optimizing for a user journey that does not exist in an AI-first world.
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Rankings don’t exist in LLMs
You cannot swap your search rankings for visibility or share of voice in an LLM because the mechanics of the user’s experience have fundamentally changed. This is not an algorithm update that requires a minor tweak in how you structure reporting dashboards from ranking to prompt visibility.
Instead of positioning in search results for a specific keyword, the search UI has shifted to a disaggregated presence across prompts you can never predict or monitor. In short, there is no list of keywords to rank for. There is no page one because the surface area of visibility is now infinite. In an AI response, the click is no longer the desired KPI; therefore, the conversion funnel and SEO strategy built around it have lost their front door.
SEO was always about search engine visibility NOT rankings. Every technical optimization, keyword, and internal link was designed to encourage the Google algorithm to place a URL in the results, thereby initiating a conversion funnel. AEO collapses that model completely.
When an LLM synthesizes ideas it has scraped from around the web into a direct answer, the user gets what they need without ever visiting a site: content is being used to answer questions customers are asking, and most sites will never see a session in analytics for it. The visibility might still happen, but it doesn’t mean anything if the user’s needs have been met.
