Published 8-23-2026
About AEO Everywhere Philosophy
A Search-Everywhere philosophy should account for multiple AI answer systems, as well as AI agents operating with their own selection criteria. It also needs to account for situations in which an AI system discovers content that mentions or links to a brand or product. For that information to be useful to an AI system, the content needs to be understandable and optimized for AEO / LLM. Given this diversity, the SEO Heretic's position is that AEO is not the same as SEO.
Many major AI answer systems use search and retrieval systems to discover information when generating answers. This creates another form of discovery that differs from traditional document retrieval.
The distinguishing characteristic of these systems is that, rather than simply presenting a list of documents, they generate answers from information contained within documents. The challenge for AEO is therefore not simply to make information discoverable, but to make the information within those documents understandable, useful, and worthy of being selected for an answer.
Many platforms also incorporate AI systems that operate primarily within their own content ecosystems, including X, Reddit, and YouTube. To be discoverable through these systems, information generally needs to exist within the platform's own content environment. A Search-Everywhere approach therefore considers not only where information is published, but also which AI systems may discover, interpret, and use that information.
LinkedIn provides an example of an internal AI ecosystem rather than a standalone, user-facing AI answer engine. Its AI systems use semantic content matching and generative models to retrieve and pair content with users who may find it relevant. This illustrates how AI-based discovery can operate within an existing platform without presenting users with a conventional AI answer interface. AEO Everywhere therefore extends beyond optimizing for standalone AI answer engines to include AI systems that determine which information and individuals are surfaced within other platforms. Details about the August update:
LinkedIn's BIG Update Just Changed Everything for Small Creators
Solution Smith views AI as an evolving disruptive technology. The AEO philosophy is therefore expected to evolve as new AI systems and discovery behaviors emerge. The State of AI is maintained to provide relevant information about this evolution.