Every "you're invisible to AI" cold email follows the same script, and the fastest way to see through one is to read an actual example line by line, then check the claim yourself. This is a real email I got this week. I've trimmed the sender's name and company, but nothing else is edited:

Hey Casey,

When a property owner in Bixby turns to ChatGPT for roofing contractors, does it mention RainTech Roofing, Sheet Metal & Gutters?

[Company] helps local businesses get ranked #1 in AI searches across ChatGPT, Claude, and Gemini, putting you ahead of competitors when prospects ask "What questions to ask before hiring a roofing contractor?"

We can run the questions potential customers are likely to search and identify which of your competitors AI recommends over you.

Would it be worth finding out who AI currently ranks above you and what we could do to flip that?

Warm regards,
[Name]
Business Growth Partner

Not helpful? Reply "no thx" and I'll finally take that LinkedIn course on how to take a hint.

An actual cold email, September 2026

I get some version of this every week now. Different sender, different fake-casual sign-off, same three moves: name-drop your city and trade, claim to already know something alarming about you, offer to sell you the fix. Here's why I'd never work with whoever sends one of these, and how to check the actual claim yourself, for free, before you reply to anybody.

This Is A Mail-Merge, Not An Audit

Swap "Bixby" for any Tulsa suburb and "roofing contractor" for any trade, and the email reads exactly the same. That's the tell. A real audit requires someone to actually look at your business first; a template just needs two fields filled in. Industry write-ups on this exact pattern describe it plainly: these are cold pitches sent at scale by people who've never seen your website and never will, dressed up to look like the sender did real homework. The "we can run the questions" line isn't an offer. It's a description of a five-minute task anyone could do themselves, which is exactly the point of the next section.

Even Google Is Saying It Out Loud

Google's own Search Advocate, John Mueller, put it bluntly in August 2025: "the higher the urgency, and the stronger the push of new acronyms, the more likely they're just making spam and scamming." He was talking about the exact wave of AEO, GEO, and AI-visibility pitches this email belongs to. Google went further in June 2026, updating its official "Do You Need an SEO?" guidance to explicitly tell business owners to report fraudulent SEO and AI-visibility services to the FTC. That's not a small thing. Google rarely tells people to go file a government complaint about a category of vendor.

The Kernel Of Truth They're Counting On

The reason this pitch works on anyone is that the underlying worry isn't made up. One industry analysis of AI referral behavior found that consumer use of AI tools to find local businesses jumped sharply over the past year, while only a small fraction of local businesses ever get named by name in an AI answer. That's a real shift worth understanding. It's also exactly what a scare-tactic sales pitch is built to exploit. The actual fix isn't a secret paid technique. It's the same fundamentals that have mattered since before "AEO" was a word: a site with real, specific content that other credible sources actually reference, which is the same standard I hold every page on local SEO and AEO work to.

Check It Yourself Before You Reply To Anyone

The single most useful thing in that email is the question itself, and you don't need to pay anyone to ask it. Open ChatGPT, Claude, or Gemini right now and type the exact question a customer would ask: "who's a good roofing contractor in Bixby" or whatever fits your trade and city. See what comes back. That's the entire "audit" they're offering to sell you, and it costs nothing to run it yourself first.

If you want something more systematic than typing questions by hand, Semrush's AI Visibility Checker is free and shows how your business shows up across ChatGPT, Gemini, and AI Overviews without a login. Frase offers a similar free checker. Neither requires a marketing hire or a monthly retainer: they're built to run the exact "which of your competitors does AI recommend" report a cold-email agency wants to charge you for, and you can run one yourself in the time it takes to read this sentence. You don't need a professional button-pusher for that kind of reporting; you need it maybe once a quarter, not on retainer.

The Red Flags, If You Get One Of These

A few patterns show up in nearly every version of this pitch: