A client forwarded me a cold email last week with the subject line “Is your website ready for AI search?” The pitch inside offered a $2,500 “GEO audit,” a certification badge for the footer, and something called an “llms.txt optimization package.” I get some version of this email every few weeks now, and every time, I have to stop myself from replying just to ask: optimized for what, exactly?
Here’s the part nobody selling these packages wants said out loud. There is no separate AI search engine crawling the web on its own, building some parallel index that plays by different rules. ChatGPT’s search feature runs on Bing’s index. Google’s AI Overviews run on Google’s own organic index, the same one that’s been ranking pages since long before anyone said “generative.” Perplexity leans on a mix of its own crawler and licensed data, but it’s still pulling from the same pool of indexed, crawlable web pages that have always mattered. The robots haven’t invented a new library. They’re reading the one that already exists.
Same Search Engines, New Paint Job
This is the detail that gets buried under all the “AI is changing everything” content, which is ironic, because most of that content is itself written to rank in the exact same Google index it claims is obsolete. If a page can’t get crawled, indexed, and understood by a normal search engine, it has no shot at getting cited by an AI answer either. The AI isn’t going around the system. It’s sitting downstream of it, summarizing whatever the underlying search engine already decided was worth surfacing.
Consider what that actually means for a small business owner in Grand Rapids weighing whether to spend money on “AI SEO.” If ChatGPT is fetching from Bing and Google’s AI Overviews are fetching from Google, then the thing that gets a page in front of either one is the same thing that’s always gotten a page ranked: a fast, mobile-friendly site, content that answers a real question better than the next ten results, and links or mentions from sources that actually carry authority. None of that is new. None of it requires a certification.
Google Said the Quiet Part Out Loud: AEO and GEO Are “Still SEO”
I don’t have to argue this one alone anymore, because Google did it for me. In its 2026 guide to optimizing for generative AI features, Google included a section literally titled “Mythbusting generative AI search,” and it reads like a direct rebuttal to an entire industry that sprang up over the last two years. The guide states plainly that answer engine optimization (AEO) and generative engine optimization (GEO) are still SEO, full stop. Then it goes further, naming the specific tactics agencies have been charging for and calling them unnecessary one by one.
Need an llms.txt file? Google says no; its systems don’t use them. Need to “chunk” your content into bite-sized pieces so an AI can parse it? Not necessary, according to Google, whose systems already understand the structure and topics on a normal page. Need to rewrite your copy to cover every long-tail keyword variation an AI might ask? Skip it. Google says its models already understand synonyms and related meaning without you gaming the phrasing.
Read that list again and think about how much of the “AI SEO” content flooding LinkedIn and YouTube over the past eighteen months is built entirely around those three ideas. A search engine just told the industry, in writing, that the foundation of its own sales pitch doesn’t hold up.
Does AI SEO Actually Work? The Numbers Say No
If you want proof beyond Google’s word, look at what actually shows up inside AI Overviews. Recent analysis puts the figure at over 93 percent of AI Overview citations linking to a page that already ranks in the top ten organic results for that query. Not a special AI-friendly page built to some new spec. A regular page that was already doing well in regular search.
That statistic alone should end the conversation. If nine times out of ten the AI is just citing whatever was already winning the old-fashioned way, then the “AI SEO” pitch isn’t selling a new strategy. It’s selling a new name for the strategy that already existed, at a markup.
What This Cottage Industry Actually Sells
None of this means AI hasn’t changed anything about search. It has changed the interface. People now get a synthesized answer instead of ten blue links, and that shift genuinely affects click-through rates and how businesses should think about visibility. That’s a real conversation worth having. What’s not real is the idea that this shift requires abandoning fundamentals and buying a new toolkit built around guessing at how a language model “thinks.”
What’s actually being sold under the AI SEO banner, in most cases I’ve seen, is repackaged basics: write good content, structure your pages clearly, earn real mentions from real sites, keep your technical house in order. Wrapping that in unfamiliar acronyms and charging a premium for it isn’t innovation. It’s relabeling.
I understand the appeal. “AI” sells right now, and slapping it on a service listing is an easy way to look current. But a business owner deciding where to spend a limited marketing budget deserves better than a rebrand dressed up as a breakthrough.
What Actually Moves the Needle for AI Search Visibility
If you’re trying to show up in AI Overviews, ChatGPT search, or Perplexity, the checklist hasn’t moved much:
Build a site that loads fast and works cleanly on a phone, because both traditional rankings and AI citations lean on pages that already clear that bar. Write content that answers the question a real person is asking, in enough depth that it’s genuinely useful, not padded to hit a word count. Earn mentions and links from sources with actual authority in your space, because both Google’s index and the models sitting on top of it weight those signals heavily. Keep your technical foundation sound: clean code, accurate metadata, a site structure that’s easy to crawl.
That’s the whole list. It was the list five years ago too.
The Bottom Line
Somebody is going to keep selling “AI SEO” packages, because there’s money in telling business owners the ground has shifted beneath them. But the ground hasn’t shifted nearly as much as the sales copy suggests. The same search engines are still doing the crawling. The same fundamentals are still doing the ranking. The AI on top is reading off the same page it’s always been reading off, just summarizing it out loud.
Spend your budget on a site that actually earns its place in that index, and you won’t need a separate strategy for the robot reading over its shoulder. If you want a second opinion on where your site actually stands before anyone sells you a GEO package, that’s a conversation worth having.