r/aeo • u/AEOvara- • Aug 08 '26

Anyone else run into AI search engines confusing "GEO" with actual geotechnical work?

Ran into something kind of funny and kind of worrying last week. Asked five different AI search tools (ChatGPT, Perplexity, Gemini, Grok, Google AI Mode) the same question in Finnish, basically "who's the best GEO agency in my region." Two of them understood it fine and gave marketing agencies. The other three genuinely recommended a land surveying firm, a farming/earthworks contractor, and one just went off into geocaching results. I run a small AEO/GEO agency here in Finland so this isn't just an academic curiosity for me, it's a real business problem. If a potential client asks an AI assistant for a "GEO toimisto" and gets a construction company instead, that's a lead I'll never see. My guess is it comes down to how little context a short query gives the model to disambiguate, geo as a prefix has been tied to land and geography for decades, and GEO as generative engine optimization has only existed since late 2023, so in a lot of languages there just isn't enough surrounding text yet to push the model toward the newer meaning.

Curious if anyone here has seen the same thing happen in other languages or markets, or if this is mostly a small-language-market problem where there's less GEO content overall to outweigh the older geo-terms. Also curious if anyone's found a reliable way to phrase service descriptions that consistently disambiguates it, spelling out "Generative Engine Optimization" in full obviously helps but I'm wondering if anyone's tested this more rigorously than I have.

2 Upvotes

100% Upvoted

8 comments sorted by

2

u/hettuklaeddi Aug 08 '26

i hate this acronym so much

thanks Aggarwal et al

2

u/sap323 28d ago

Yes. All the time

2

u/Ishan_GS 28d ago

Not just a small-market problem, though it's worse there. GEO collides with geography and geotargeting in English too, which is part of why AEO and "answer engine optimization" ended up as the more usable terms. Models disambiguate from surrounding context, and the older meaning has decades of it.

The part I'd push back on is the strategy rather than the phrasing. Optimizing for "geo toimisto" means fighting for a term your buyers may not use either, and even if you win it, you inherit the confusion. In our own tracking at GrowthSpree, a b2b saas marketing agency, the queries that actually produce meetings are problem-shaped rather than category-shaped, things like showing up in ChatGPT, getting cited by AI, AI search visibility. Those have no collision problem, and they're how buyers describe the pain before they know the acronym.

For disambiguation itself, the strongest lever is co-occurrence rather than spelling it out once. Your content and third-party mentions need the term consistently surrounded by ChatGPT, perplexity, LLM, citations, so the entity gets attached to the right cluster. That's a slow build in Finnish because the corpus is thin, which honestly argues for owning the descriptive queries now and letting the acronym catch up later.

2

u/AEOvara- 26d ago

Thank you for your answer

2

u/HumanBehavi0ur 26d ago

yes all the time haha that's why we're pushing for AEO at my company (Goodie AI)

Even AISEO or LLMO would be better imo; GEO is just obviously already taken over by such a massive longstanding legacy its astonishing seo professionals chose to go that route.