GEO hype busted: How it differs (and how it doesn't) from SEO

"If a GEO service does not openly tell you that success in AI visibility is 80 percent good fundamental SEO, they are selling you snake oil. Most GEO tactics rely on the same fundamentals as SEO. LLMs often pull information from high-ranking, authoritative web content in search results. GEO should be considered an extension of SEO, rather than a completely separate strategy."

"Previous optimization strategies around Google's Accelerated Mobile Pages (AMP) and featured snippets were once sold as distinct new disciplines requiring specific investment and expertise. Specialist vendors emerged, new job titles appeared, budgets were carved out. In reality both were evolutions of the same underlying search optimization logic - structure your content in ways that make Google's algorithm prefer it. GEO is following the same pattern."

"Query fan-out is a specific technical method used in how LLMs retrieve and process information at query time. This is a totally different retrieval architecture than the crawl-index-rank model that SEO was built around. Naturally, there are some differences. The end goal is predominantly the same."

GEO (Generative Engine Optimization) represents an evolution of SEO rather than a complete reinvention. SEO experts caution against overhyping GEO as a distinct new strategy, noting that most tactics rely on the same foundational SEO principles. LLMs pull information from high-ranking, authoritative content, making traditional optimization crucial for AI visibility success. This pattern mirrors previous trends like AMP and featured snippets optimization, which were initially marketed as separate disciplines requiring specialized expertise but ultimately proved to be evolutions of existing search logic. While technical differences exist—such as query fan-out retrieval architecture versus traditional crawl-index-rank models—the underlying goal remains consistent: optimizing content for algorithmic preference.

Read at Digiday