What generative engine optimization actually is
Someone opens ChatGPT and types "best house cleaner in Cincinnati." They get three names read back. Not ten blue links — three names, in a sentence, with no obvious way to see who came fourth.
Generative engine optimization is the work of being one of those three. It is not advertising, and there is nothing to bid on. The engine is answering from what it already holds about businesses in your city: your Google Business Profile, your reviews, your own pages, and what third-party sources say about you.
So the work is unglamorous and specific. Make the business exist as a clean, unambiguous entity. Make its own pages parseable and quotable. Make third parties describe it consistently. Then measure whether the engines actually changed their answer.
Why Cincinnati is genuinely harder than most metros
This is not a line we invented for a landing page. Cincinnati has a structural quirk that affects local search more than almost anywhere else its size: the metro straddles a state line.
Cincinnati proper sits in Hamilton County, Ohio. But a large share of the metro — Covington, Newport, Florence, Fort Mitchell — is Northern Kentucky, a different state with different county directories, different chambers of commerce, and different local news outlets. Mason, West Chester and Loveland sit in a third and fourth county on the Ohio side.
That matters because local search and AI answers are both built on consistency. A business serving the whole metro has to define a service area that crosses a state line, appear correctly in directories on both sides of the river, and give engines a coherent answer to "where is this business." Get it wrong and you look like two different companies, or like a company that isn't really local to anywhere.
Maps first, then AI
Two halves of the same job, and almost nobody sells the second one properly.
MEO — your Google Business Profile. Claimed, complete, correctly categorised, with a real service area and a steady flow of recent reviews. This moves in weeks.
GEO — whether AI assistants name you. This takes months, because engines have to re-encounter you across enough sources to change what they hold.
They feed each other. Profile completeness is one of the strongest signals AI systems read about a local business, which is why we fix Maps first — it produces visible movement while the slower half is still working.
How we measure it, and why that matters more than the promise
Every month we run the same test: 20 real buyer queries × 4 engines × 3 runs each = 240 checks. Three runs per query because these models are non-deterministic — ask twice, get two different answers. A single check tells you almost nothing.
What comes back is an inclusion rate: out of those runs, how often were you named, where in the answer, and which competitors were named instead. Re-run monthly against the same query set, it becomes a trend line rather than an anecdote.
This is also why we can be honest when it hasn't worked yet. The measurement doesn't care what we'd prefer it to say.
Cincinnati work, published with permission
Two local engagements, both with the audit and the numbers attached. Both clients gave written permission before their name appeared.
Apelsin Maid · House cleaning · Cincinnati
A site scoring 24 out of 100, rebuilt to 76
Their domain was redirecting to their booking software's subdomain, so years of accumulated SEO equity had been crediting the vendor instead of the business. Zero structured data, no h1, a four-character title tag.
Read the audit →Diislens Photography · Cincinnati
A website blocking eight AI crawlers by name
Her robots.txt was serving Disallow to GPTBot, ClaudeBot, PerplexityBot, Google-Extended and four more, plus a signal refusing AI use entirely. A platform default she never chose and had never been told about.
Read the audit →GEO, SEO and AEO — the difference in one paragraph each
SEO is about ranking a page in a list of links. The unit of success is a position on a results page.
AEO — answer engine optimization — is about being the source that answers a direct question, historically in a featured snippet or a voice result. It predates the current AI assistants.
GEO is about being named inside an answer a model generates, where there may be no list at all and no click. The unit of success is a mention.
They are not alternatives. The technical foundations overlap almost entirely — crawlability, structured data, consistent entity information — which is why a business with genuinely bad SEO cannot skip to GEO.
Engines we test against
ChatGPT, Perplexity, Gemini and Claude, plus Google's AI surfaces and Google Maps for the local half. Each is tested separately, because they disagree — a business can be named consistently by one and never appear in another, and the reasons differ.
Who runs it
Atlas Growth Systems is a two-person agency co-founded by Marsel Sabirdjanov and Sami Rhechaoui, based in Cincinnati, Ohio. You deal with a founder directly rather than an account manager, which is a genuine constraint on how many clients we take at once, not a sales line.
Questions we get
How long does it take before AI assistants name my business?
Google Maps movement is usually visible within weeks. The AI half typically takes around three months, because engines have to re-encounter the business across enough sources for what they hold about it to change. Anyone promising ChatGPT placement in thirty days is guessing.
Can you guarantee ChatGPT will recommend my business?
No, and nobody can. There is no placement to buy inside a generated answer. What can be done is measuring where a business stands now, doing the work that changes the inputs engines read, and re-measuring monthly to show whether it moved.
What is the difference between GEO and SEO?
SEO aims to rank a page in a list of links; the unit of success is a position. GEO aims to be named inside an answer a model generates, where there may be no list and no click; the unit of success is a mention. The technical foundations overlap almost entirely, which is why a business with genuinely bad SEO cannot skip straight to GEO.
Why is local search harder in Cincinnati than in other metros?
The Cincinnati metropolitan area straddles the Ohio–Kentucky state line. Covington, Newport and Florence are in Northern Kentucky, with different county directories, chambers and local publications, while Mason and West Chester sit in separate Ohio counties. A business serving the whole metro has to define a service area that crosses a state line and stay consistent across directories on both sides.
Do we need to be in Cincinnati to work with you?
No. Cincinnati is where we are and where most of our work has been, so it is where we know the local search landscape best — including the Kentucky side. We work with businesses elsewhere too.