ExplainerGenerative engine optimization
Ten GEO Myths We Hear Every Week
by the AEO GEO Labs team3 min read
Generative engine optimization is young enough that most of what people believe about it came from a LinkedIn post. Some of it is right. Much of it is a guess that got repeated. Here are the ten we hear most, with what we have observed.
1. "If we rank on Google, we will show up in AI answers"
Partly true. Google's AI surfaces draw from its index, so a strong ranking helps there. ChatGPT, Perplexity, and Claude use their own retrieval and weigh sources differently. In our testing, a page can rank first on Google and never be cited, usually because it has no quotable statement or the facts are stronger on a third-party page.
2. "Blocking AI crawlers protects our content"
It protects you from being cited. The engines that respect robots.txt will not read your site, and the answer about your category gets built from competitors and review sites instead. You can block training crawlers and allow search crawlers separately.
3. "llms.txt is the new SEO secret"
It is a useful, cheap file that no engine has committed to reading. Write one. Do not expect it to move anything on its own.
4. "More content means more citations"
The engines cite fewer sources per answer as they get better at ranking them. One complete page with a clear answer tends to outperform a cluster of thin ones. Volume without quotability is noise.
5. "AI engines hallucinate, so there is nothing we can do"
Fabrication about a brand is usually a retrieval gap. When the model cannot find a fact, it guesses. When the fact is stated plainly on your site, in your schema, and on the review sites, the guess goes away. Fixing hallucinations is mostly publishing the correct fact where the model looks.
6. "We need to write for the model, not for people"
Pages written to game a model read as spam to a model. The pages that get quoted are the ones that would satisfy a careful human reader: direct answer up top, supporting detail below, no padding. Write for the reader who wants the answer in one scan.
7. "Schema does not matter for AI"
Engines parse Organization, Product, FAQ, and Article schema, and in our testing pages with correct markup are described more accurately. Schema is not a ranking lever. It is a disambiguation lever, and disambiguation is most of the battle for entity-level questions.
8. "You can buy your way into the answer"
Sponsored units exist beside and below answers in several engines. None currently sells inclusion in the generated answer. Anyone offering guaranteed placement inside the answer is confused or selling something else. We do not do paid placement and we do not plant reviews.
9. "AI visibility cannot be measured"
It can, imperfectly. A fixed set of queries, run across engines on a schedule, scored for whether you appear, where, and how you are described. The number is noisy week to week. The trend over a quarter is reliable, and it responds to the work.
10. "This is a fad; the engines will change and the work will be wasted"
The engines will change. The work that survives is the work that makes you easier to understand: readable pages, consistent facts, honest presence on the sources buyers trust. That has held across every model update we have watched.
What the myths have in common
Most of them assume there is a trick. There is not. The engines are trying to answer a question correctly with sources they trust. Everything that helps them do that for your brand works, and everything that routes around it stops working at the next update.
At AEO GEO Labs the audit starts by replacing guesses with observations: which engines name you, for which queries, from which sources, with which facts wrong. From there the work is concrete: pages written to be quoted, the technical and entity layers fixed, presence earned on third-party sources, and share of answer reported weekly.
Check one myth yourself
Pick the one you believed most strongly. Ask three engines a question in your category and look at the sources they cite. If you believed ranking was enough, check whether your top-ranking page appears. If you believed volume mattered, count how many pages from each cited domain are used. The answer is usually in front of you within ten minutes.
For the rest, the free tools cover the technical checks, and AEO GEO Labs can run the full picture if you would rather see all of it at once.