Google says GEO isn't real. Here's what actually works for AI visibility.

John Mueller told a room of SEO professionals that "there is no such thing as GEO." He's not wrong. He's also not the one your buyers are asking for software recommendations.

GEO became an acronym before it became a discipline. By the time most brands heard of it, vendors were already selling GEO audits, GEO strategies, and GEO "frameworks" that, when you read past the labeling, described: write clearly, earn citations from credible sources, structure information so it can be extracted. That's content strategy. It's what good SEO has always required.

Mueller's position is fair. The techniques that help you appear in AI-generated answers are largely the same techniques that have always driven search visibility. Authoritative sources, clear structure, specific answers to real questions. The "GEO" label served vendor marketing more than it served the people who bought into it, and some of those vendors are already struggling to explain what they actually sell now that the acronym hype is fading.

If your consultant pitched you a "GEO strategy" and the deliverable was a content calendar and some schema markup, you were sold a rebrand. Mueller knows it. Most practitioners know it too. For a clearer split between the label and the practice, see our GEO vs SEO guide.

The method isn't new. The surface is.

Google ranks web pages. ChatGPT answers questions. When a SaaS buyer asks "what project management tool should a 40-person product team use," they are not getting ten blue links. They are getting a recommendation. If your product isn't in that recommendation, nothing about your domain authority or core web vitals score helps you in that moment.

This is already happening with your buyers. Software decision-makers and procurement teams are starting research conversations in ChatGPT and Perplexity before they open a search bar. They ask for recommendations, comparisons, and category breakdowns. They get a direct answer. Then they go evaluate what the AI told them to look at.

The brands most at risk are often the ones with the strongest Google presence. Top-three rankings on category terms, solid backlink profiles, technical SEO dialed in. Nothing in their analytics looks alarming. Meanwhile, their competitors are getting cited by the tools their buyers use to build a shortlist. That gap is invisible until it shows up in pipeline.

Mueller's argument is about whether GEO deserves its own acronym. The real question is whether your brand appears when buyers ask AI for a recommendation in your category. Those are not the same question. If you are new to how AI visibility works, LLM visibility basics lays the groundwork.

Start with what you don't know. Run the exact questions your buyers ask and see whether you appear. Ask Claude to recommend tools for your product category. Ask Perplexity to compare your product against the two competitors you lose the most deals to. Ask ChatGPT what it knows about your company. If you don't appear, or if you appear with a description that's inaccurate or thin, that's your gap.

The fixes are less exotic than the acronym made them sound. Content that answers specific buyer questions in plain language, not product marketing copy dressed up as a guide. Third-party coverage from publications that AI models actually draw on. Clear, consistent entity information so models can describe what your product does and who it serves without guessing. Being findable in the places that feed AI training and real-time retrieval: G2, Capterra, Reddit threads where practitioners give honest opinions, technical documentation that actually explains how your product works.

None of this requires a new discipline. It requires knowing where your gaps are before you start writing.

SEOforGPT tests your brand visibility across ChatGPT, Perplexity, Claude, and Gemini, then shows you where the gaps are and what content would close them. It doesn't sell GEO. It doesn't care what you call the practice. It measures whether your brand shows up when buyers ask AI for recommendations in your category, and it tells you what to do when it doesn't.

The tools that will survive this moment are the ones that sold the outcome. The ones that sold the acronym are already defending themselves on LinkedIn. For a practical shortlist of outcome-focused tools, see our best GEO tools roundup.

You can run a free visibility test at SEOforGPT.io right now. No sales call, no onboarding call, no strategy session. See whether your brand appears across the four major AI platforms when buyers ask the questions that matter for your category. Then decide if it's worth fixing.