Does this actually matter, or is it still mostly hype?

A fair question, and worth asking honestly rather than assuming the answer because everyone selling a tracking dashboard insists it does. The evidence for “this matters” is reasonably solid. Independent research has found that traffic arriving from AI platforms converts at a noticeably higher rate than traffic from traditional search, which suggests the people arriving via an AI recommendation are further along in deciding to buy, not just casually browsing. Separate research analyzing AI citation patterns across tens of thousands of brands found that brand mentions across the web correlate with AI visibility far more strongly than traditional backlinks do, a meaningfully different signal than the one most SEO strategies have spent the last decade optimizing for.

The evidence for “be skeptical of anyone promising guaranteed placement” is just as solid. There’s no stable ranking position the way there is in classic search. The same prompt asked twice can return different sources. What gets cited on ChatGPT often looks nothing like what gets cited on Perplexity or Google’s AI Overviews for the identical question, because each platform pulls from a different mix of sources it’s learned to trust. Anyone selling you a guarantee of placement is selling something the underlying technology doesn’t actually support yet.

So: real and worth acting on, yes. A precise, controllable science the way keyword rank tracking once was, no. Treat any vendor pitch accordingly.

What actually moves the needle?

Setting aside anything that sounds like a trick or a hack (because the consistent finding across independent research is that there isn’t one), three categories of action show up repeatedly across the credible sources on this topic.

Make your own site impossible to misread

This sounds almost too basic to mention, and it’s the thing most companies still get wrong. If your homepage describes you as a “customer engagement platform” and your product page calls the same thing a “CRM tool,” a model trying to categorize you has conflicting signals to work from. Consistency in how you describe what you do, on every page, in every listing, in your own structured data, is the unglamorous foundation everything else sits on top of. Skipping this step and going straight to “content for AI” is a bit like decorating a house with no foundation poured yet.

Publish the specific formats AI answers actually pull from

Generic blog posts rarely get cited. Specific, structured formats consistently do, because they map directly onto how people phrase questions to a chatbot: “X vs Y” comparisons, “best X for Y use case” pages, alternatives pages, plain-language glossaries, and FAQ sections that put a direct, concise answer right at the top before any elaboration. Research out of Princeton, Georgia Tech, and IIT Delhi specifically found that adding concrete statistics to a page measurably improved how often that content got pulled into AI-generated answers. Specificity, in other words, isn’t a style preference here. It’s functionally a ranking signal.

Earn mentions in the places the model already trusts

This is the step most companies skip entirely, and it’s arguably the most important one. Your own website is necessary but, on its own, not sufficient. If the comparison articles, review platforms, and community discussions that a model already pulls from when answering questions in your category don’t mention you, you’re invisible inside the exact rooms where the recommendation actually gets made. That means earning a presence on review sites like G2 or Capterra, getting included in existing roundups and listicles that already rank well, and showing up authentically in the communities (Reddit threads, niche forums) that AI platforms have learned to treat as credible, crowd-validated sources.

What’s worth ignoring?

A few things repeatedly show up in lower-quality advice on this topic, and the more credible sources are consistent in dismissing them. There’s no secret prompt phrasing or keyword density trick that reliably moves an AI’s output, despite how confidently some content implies otherwise. Publishing a large volume of thin content with no external validation doesn’t help and may actively hurt, since it adds more inconsistent signal for a model to sort through. And treating this like classic rank tracking, checking for a stable “position three” the way you might in Google, misunderstands the mechanism. There is no stable position. There’s a probability that you get included in a given answer, shaped by signals you can influence but never fully control.

So what should you actually do this month?

Start smaller than the vendor pitches suggest. Pick ten to twenty real questions a buyer in your category would plausibly ask a chatbot, things like “best [your category] for [specific use case]” or “[your product] vs [main competitor].” Run them yourself, by hand, in ChatGPT and at least one other major model. Note honestly whether you show up, where your competitors show up instead, and which sources the model is visibly leaning on.

That single exercise, done with real curiosity rather than defensiveness, usually tells you more about where you actually stand than any dashboard will, and it costs nothing but twenty minutes. From there, fix the inconsistencies on your own site first, then go looking for the handful of external sources your category’s AI answers keep returning to, and figure out honestly whether you’ve earned a place in them yet.

This is a genuinely new channel, and it rewards being early. It does not reward chasing certainty that doesn’t exist yet, no matter how confidently it’s being sold to you.

FAQ

How do I get my business recommended by ChatGPT?

Focus on three things: make sure your own site describes your business consistently everywhere, publish specific, structured content in formats AI answers actually draw from (comparisons, “best for” pages, clear FAQs), and earn genuine mentions on the review sites, roundups, and communities that AI models already treat as trustworthy sources in your category. There’s no shortcut that replaces these fundamentals.

Is GEO (generative engine optimization) the same as SEO?

They overlap heavily but aren