Why this specific market attracts scammers right now
AI visibility work is genuinely new — the terminology barely existed two years ago — which means there’s no established credentialing, no obvious way for a buyer to check a track record, and a wide-open lane for anyone to declare themselves an expert. That combination of a new field, high perceived stakes, and no easy verification is exactly the environment scams thrive in.
Hundreds of self-described “GEO experts” and “AI optimization specialists” have appeared in a very short window, many with no visible history in search marketing at all. A brand-new title isn’t evidence of fraud on its own, but it should raise the bar for what you ask to see before paying anyone.
The cold-pitch pattern to recognize
A common version: an unsolicited email claims your business “isn’t showing up in ChatGPT” for searches it should win, offers to fix vague “content and authority structuring issues,” and guarantees results across ChatGPT, Perplexity, and Google AI Overviews on a fixed timeline. The email usually comes from a throwaway domain with no real web presence — a disposable domain protects the sender’s actual business from being flagged as the source of a mass spam campaign.
The guarantee itself is the biggest tell. No agency or tool controls how ChatGPT, Perplexity, or Google decide what to cite, so a guaranteed placement is either a fundamental misunderstanding of how these systems work, or a bet that you won’t ask how it would actually be verified.
What legitimate AI visibility work actually looks like by comparison
Real work starts with an audit of what you already have, not a generic package pitched identically to every prospect — the same distinction covered in our complete guide to Generative Engine Optimization. It names specific technical and content gaps on your actual site, not vague “structuring issues.”
It also comes with evidence: a real agency can point to an actual client engagement and describe specifically what changed and what was measured, rather than a portfolio of claims with nothing to check.
A short checklist before you pay anyone
Ask exactly what will be measured and how, and expect a specific answer — “AI visibility” or “ChatGPT rankings” with no defined metric is a red flag, not a simplification. This mirrors the same red flags worth checking in any SEO pricing evaluation: vague reporting is vague reporting, whatever it’s attached to.
Check whether the domain pitching you has any real history — a business with no indexed history, no case studies, and a domain registered in the last few months pitching “guaranteed AI visibility” is not a coincidence worth ignoring.
The bottom line
AI visibility work is real, measurable, and worth investing in when it’s done properly — but the field’s newness makes it an easy costume for people selling nothing behind the pitch. Urgency and unfamiliar acronyms are the two clearest signals to slow down, not speed up.
The safest filter is asking the seller to explain their process in plain language, without the acronyms — if they can’t, that’s the answer.
