The Core Question: Is GEO Different from Traditional SEO?
The debate centers on a fundamental shift in user behavior. People increasingly turn to LLMs for direct answers instead of clicking through Google’s “shopping mall” of blue links. Vlad Pivnev argues that GEO goes beyond SEO: while traditional SEO gets your site into a list of results, GEO aims to embed your brand directly into the AI-generated answer itself—often without a clickable link or traditional ranking.
The SEO PoV
David Quaid pushes back, viewing it as an extension of strong SEO fundamentals rather than a revolutionary new field. The panel explores whether optimizing for AI visibility requires entirely new tactics or just smarter application of proven strategies.2. How AI Search Engines Actually Work (Query Fan-Out, RAG, and Retrieval)A key technical deep dive explains the mechanics behind AI answers. LLMs use processes like “query fan-out” (breaking a query into multiple sub-queries) and Retrieval-Augmented Generation (RAG) to pull and synthesize information. Unlike Google, which primarily ranks indexed pages, AI systems draw from broader sources—including their training data, web crawls, and real-time searches.
The GEO Argument
The guests debate how much these systems rely on traditional search engines (Google/Bing) versus independent crawling or “memory.” Tests on Perplexity during the episode highlight real-time differences in results.
The Result
We asked an LLM to weigh in:
GEO is real, but overhyped as a “new discipline”
AI search (LLMs) does behave differently from traditional Google results. Direct citation in generated answers, query fan-out, and reliance on broader signals (reviews, Reddit, PR, brand mentions) matter more than pure ranking. Vlad is right that this creates new opportunities and requirements.
Core SEO fundamentals still dominate
David’s position holds up well: strong on-page optimization, topical authority, technical SEO, and backlinks remain the foundation. Without them, you’re unlikely to have the content or signals that LLMs can even retrieve and cite. GEO doesn’t replace SEO — it builds on top of it.
The biggest shift is in measurement and expanding tactics
Visibility in AI answers is harder to track and more fragmented than Google rankings. Brands need new workflows (AI audits, citation monitoring) alongside traditional SEO. This is the most practical takeaway.
Brand entity and multi-platform presence win long-term
The clearest consensus: In an AI-first world, being a well-known, frequently mentioned entity across the web (reviews, news, forums, etc.) gives a significant edge. Pure content farms or link schemes will underperform.
Practical reality for most businesses
Treat GEO as an evolution/extension of modern SEO rather than a complete replacement. Invest 80% in excellent SEO + brand building, and 20% in targeted AI visibility experiments. Over-focusing on “pure GEO” tactics risks wasting time on unproven methods.
Vlad joins Edward Sturm and David G Quaid in Studio
