Is GEO legitimate or a scam?

The surface is legitimate; plenty of sellers aren't. AI assistants really do recommend specific businesses by name, and the work that influences what they see — consistent entity data, schema, citable content structure, reviews and third-party mentions — is real and verifiable. The scam versions sell unfalsifiable "visibility scores," guaranteed placement, or ordinary SEO deliverables rebadged at a premium. Judge any provider by inspectable deliverables and reproducible prompt tests, not dashboards.

What is the difference between GEO and SEO?

Mostly overlap, honestly. Both depend on a crawlable site, clear content, consistent business data, and third-party trust signals. The genuine differences: GEO targets being named in AI answers rather than ranked in a list, it structures content for query fan-out (AI splitting one question into many sub-questions), and it leans harder on entity consistency and quotable structure. A fair summary: disciplined SEO aimed at a new surface, plus structure the old playbook didn't require.

Can an agency guarantee my business gets mentioned in ChatGPT?

No. AI answers are probabilistic and vary by user, session, and phrasing — nobody controls the output, including the model makers' own documentation caveats. An honest agency works on the inputs (entity data, schema, content, corroboration) and measures with repeated real prompts over time. Treat any guarantee of placement as a red flag and walk away.

Are AI visibility scores accurate?

Treat them as rough directional signals at best. They're built by averaging answers over prompt lists the vendor invented, usually queried through developer APIs no real customer uses, while real answers vary by user, location, and day. You can't audit them. Better measurement: a fixed list of real prompts you and your provider re-run in actual assistants monthly, with dated screenshots — evidence you can reproduce yourself.

Do real estate agents actually need GEO?

If your clients ask AI assistants for advice and recommendations — and buyer behavior data says a growing share do — then being recommendable matters, and the earlier you build it the less competition you face for those answers. But sequence honestly: a working site, a solid Google Business Profile, and real reviews come first, because they're also what AI systems read. Don't buy scores, and don't buy anything before testing where you currently stand — it takes two minutes and it's free.

Is GEO Snake Oil? An Honest Answer From an Agency That Sells It

Where the snake-oil charge comes from

If you search for GEO right now, you'll find the marketing. If you search Reddit, you'll find the backlash. In July alone, r/SEO's front page carried a heavily upvoted thread calling GEO techniques and visibility monitoring snake oil, a change-my-view thread arguing AI optimization isn't worth paying for, and — the one that should worry every buyer — a business owner describing how he paid $4,200 to an "answer engine optimization" agency and got what turned out to be backlinks and meta descriptions. The sub's running joke is that the new acronym adds exactly nothing to SEO.

We sell GEO to real estate agents. The easy move would be to ignore that conversation; the honest one is to answer its strongest version. So this post concedes what the skeptics get right, names what's verifiable underneath the acronym, and tells you which parts of our own service are, in fact, just SEO. You should hold us to every test in it.

The parts of the skeptics' case that are simply true

A lot of GEO is basic SEO in a new outfit. A veteran with decades in search argued in that snake-oil thread that almost everything sold as GEO reduces to doing ordinary SEO well — crawlable site, clear pages, real content, consistent business data. He's mostly right, and we'll get specific about our own stack below.

"AI visibility scores" are largely unfalsifiable. The tracking tools work by averaging answers over prompt lists the vendor invented, queried through developer APIs no actual customer uses. Real assistant answers vary by user, session, location, and day. A score going from 34 to 61 is not evidence a single real prospect saw you — and you have no way to audit it. We don't sell one.

Nobody can guarantee placement. AI answers are probabilistic. Anyone promising you'll "be the answer" in ChatGPT — us included — would be lying. What's honest is working on the inputs and testing the outputs with real prompts.

Measured AI referral traffic is still small. Skeptics point out that AI search sends a fraction of the clicks Google does, and that's what the data shows. We wrote an honest post on exactly that question — the short version is that the click numbers are real, and clicks are the wrong yardstick for a recommendation surface.

What's real underneath the acronym

Strip the buzzwords and one fact survives: when someone asks ChatGPT, Gemini, or Google's AI Overviews "who's the best real estate agent for [neighborhood]" — or "best marketing agency," or "best pool company" — the answer names specific businesses. You can test this yourself in two minutes, with your own market, in a normal chat window. Some agents get named. Most don't. That difference is not random, and the work that moves it is all inspectable:

Entity consistency — the same name, market, and details everywhere AI systems look (your site, Google Business Profile, portals, directories). Schema — machine-readable facts in your page source; open view-source and it's either there or it isn't (here's our full walkthrough). Citable structure — direct answers, TL;DRs, FAQs that an assistant can lift, because retrieval systems quote what's quotable (here's what data assistants actually use). Third-party corroboration — reviews, profiles, and mentions on sources the systems retrieve, because assistants trust what multiple sources agree on.

Notice what's on that list: work you can see with your own eyes, on pages you own. Nothing on it requires trusting a dashboard.

The one genuinely new thing: query fan-out

Even the snake-oil thread conceded one real change: query fan-out. When you ask an AI assistant one question, it silently expands it into many sub-questions — ask about moving to a town and it may separately retrieve schools, commute, market conditions, and which agents work there — then assembles one answer from the sources it finds for each piece.

That's a structural difference from classic one-keyword-one-page SEO, and it rewards a different shape of content: a connected cluster that answers the sub-questions individually, so you're retrievable however the question gets sliced. It's why neighborhood pages work the way they do, and why our content is built as hubs and spokes rather than isolated posts. If a GEO pitch can't explain fan-out and what it changes about site structure, the pitch is vocabulary, not strategy.

Which parts of our own service are honestly just SEO

Here's the decomposition we'd want from any agency. Of what CitedRealty sells: Google Business Profile work, local SEO, review systems, and content marketing are classic work by any name. They'd be worth doing if AI search didn't exist; we sell them under their real names with public pricing. The layer that's genuinely aimed at AI: entity and schema work done to retrieval standards, content structured for fan-out and quotability, and measurement by re-runnable prompt tests instead of a proprietary score. That layer is maybe the minority of the hours and the majority of the difference in whether you get named.

So is GEO "just SEO"? Mostly, done properly, aimed at a new surface — plus structure the old playbook didn't need. If another agency calls the same work AEO or AIO, fine. The label doesn't matter. The deliverables do.

One documented recommendation, honestly framed

A specialty insurance business we know got the first online lead in the company's history this month. The prospect hadn't clicked an ad or a search result — they asked ChatGPT, and it recommended the firm by name, over a larger generalist agency, specifically because the specialist actually specializes in what the prospect needed. The lead arrived as a phone call. No analytics dashboard anywhere recorded an "AI referral."

Now the honest frame: that's one lead, not a statistic. It isn't a client case study, and we're not claiming any process produced it. We're sharing it because it's a documented example of the thing skeptics say is hypothetical — the recommendation moment — landing as real business, with the AI's stated reasoning (specialist beats generalist) being exactly the kind of clear positioning this work optimizes for. If GEO were pure snake oil, that moment couldn't exist. The honest debate is about how reliably you can influence it — and there, see everything we conceded above.

How to buy GEO without getting fooled — from people who sell it

Three rules protect you from every version of the scam. Buy deliverables, not scores: schema you can view-source, entity fixes you can check, published content you can read, real citations you can click. Demand reproducible evidence: dated screenshots of real prompts in real assistants — which you can re-run yourself — not a vendor dashboard. Walk away from guarantees: anyone promising placement is selling what they don't control. We wrote the full buyer's playbook, including the questions to ask on the sales call, in how to hire a GEO agency without getting ripped off.

And before you pay anyone anything: run our free AI visibility checker or the DIY audit to see where you actually stand. If the basics are broken, fix those first — sometimes with no agency at all. That's the whole honest pitch: the surface is real, the work is verifiable, and the industry around it has earned your skepticism. Bring it to our sales calls too.