Four acronyms showed up in the last two years to describe roughly the same job: getting a website read and quoted by AI. Vendors each picked a favorite and built a pitch around it. Here's what the terms actually mean, where real people draw lines between them, and whether the distinction is worth your attention.
What do GEO, AEO, LLMO, and AIO actually stand for?
GEO is Generative Engine Optimization, AEO is Answer Engine Optimization, LLMO is Large Language Model Optimization, and AIO is AI Optimization. All four describe making content easier for an AI system to find, understand, and cite. They were coined at different times by different people, which is most of why four terms exist for one idea.
GEO has the clearest paper trail. Researchers introduced the term in a 2023 academic paper that proposed treating visibility inside AI-generated answers as its own measurable discipline, separate from classic search ranking. AEO, LLMO, and AIO arrived later, mostly through marketing and vendor content, without a single origin point anyone points back to.
Is there a real difference between GEO and AEO?
The distinction people draw most often: GEO targets being one of several sources woven into a synthesized answer, the kind ChatGPT or Perplexity gives when it pulls from multiple pages. AEO targets being the single extracted answer, like a Google AI Overview snippet or a voice assistant's reply. In practice the two jobs use the same checklist: crawlable pages, clear structure, direct answers, and credible sourcing.
That overlap is why you'll see the same consultant sell "AEO services" and the same tool call itself a "GEO platform" while doing near-identical work. Neither term has a governing body enforcing its definition, so usage drifts by whoever is writing the sentence.
What is LLMO, and is it different from GEO?
LLMO is generally treated as the broadest of the four, an umbrella covering the technical, structural, and strategic work that makes content retrievable and trustworthy across any large language model, with GEO and AEO sitting inside it as narrower practices aimed at specific surfaces. Some writers use LLMO and GEO as pure synonyms instead. Both usages show up in current 2026 industry content, and neither is wrong so much as unsettled.
What is AIO, and why does Google say this is "still SEO"?
AIO is the vaguest of the four, sometimes used as another umbrella term and sometimes used narrowly for on-page technical work. What's more concrete is Google's own position. In 2026, Google Search Central published its first official guidance on this topic, "Optimizing your website for generative AI features on Google Search," and stated that optimizing for generative AI search is optimizing for the search experience, and thus still SEO. It was the first time Google had put that stance in writing, after saying versions of it at conferences for a couple of years.
Forrester analyst Nikhil Lai made a sharper version of the same point in 2025, writing that AEO and the related terms are "significantly, but not fundamentally, different from SEO," and that advocates of GEO, AEO, AIO, and LLMO "tend to exaggerate SEO and AEO's differences to carve a startup-sized hole in marketers' tech stacks."
Does it matter which term you use?
For the work itself, no. Wikipedia's entry on generative engine optimization notes that no consensus definition distinguishing GEO, AEO, LLMO, and AIO had been established in academic literature as of early 2026, and that the terms are used interchangeably across trade and practitioner writing. If you fix your robots.txt, add real schema, and write content that answers a direct question in plain language, it helps you show up under any of the four labels at once.
Which term should I use for my business?
Use whichever one your customers or your industry already use. If you're writing for other marketers, all four terms show up often enough that covering more than one in your own content, the way this post does, catches searchers regardless of which acronym they landed on. If you're a dentist, a law firm, or a local shop, skip the jargon entirely and just ask the useful question: can ChatGPT and Google's AI find and recommend my business right now? That's the question GeoRoar's free audit answers, scored across a fixed 100-point rubric.
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