SEO to GEO: A Case Study in What Shapes Your Content Strategy

For twenty years, “are we visible” meant one thing: where do we rank on Google. That question hasn’t gone away, but it’s no longer the only one that matters. Buyers are increasingly asking AI platforms directly, and AI answers get built from an entirely different set of signals than a search results page does. We ran a full AI visibility audit for a client recently, and the findings are a useful case study in what that shift looks like once you measure it instead of guessing at it. Names and identifying details below have been removed.

The client

A well-established B2B manufacturer in a competitive, crowded hardware category, dozens of named competitors, a mix of small specialists and massive global electronics brands, and a customer base that researches heavily before buying. Strong SEO. Strong reputation with integrators and dealers. No prior visibility into how it showed up in AI-generated answers.

What we measured

We built a bank of the real, practical questions this client’s buyers would type into an AI platform when trying to make a decision, then ran that bank across multiple AI engines daily over a two-week window. Every response got logged for whether the client appeared, how often, in what tone, and next to which competitors. We also tracked the source mix behind every citation (earned, owned, social), the language AI associated with the brand, and the specific outlets and journalists driving the most citations in the category.

What we found

The brand’s visibility score held in the high teens to low twenties across every platform tested, dipping slightly toward the end of the window. That put it well ahead of the field: the next-closest named competitor sat in the low single digits, under 4% on every platform. Looking at the full category conversation, all fifty tracked organizations, not just direct competitors, the brand ranked second overall for total mention share, just behind the single most-mentioned company and ahead of several electronics brands many times its size.

Sentiment ran positive to neutral on every single day of the tracking window. Zero negative mentions, the entire time. The language AI associated with the brand also lined up almost exactly with the desired category terms, nothing off-message.

Here’s the number that mattered most for strategy: earned media, journalism and trade press coverage that nobody paid for, made up roughly 60 to 65% of the citation mix, dwarfing owned content and social combined. And within that earned coverage, the citations weren’t evenly spread. One journalist at one publication generated more than double the citations of anyone else on a list of 31 cited journalists in the category. A small number of relationships were doing an outsized share of the work.

What it meant for the content and PR strategy

This is the part a rankings report can’t give you: a prioritized plan instead of a general sense that “AI matters now.”

Because earned media was driving the overwhelming majority of citations, the recommendation wasn’t more owned content. It was a media strategy built around the specific outlets and reporters already proven to move visibility, treating them as a target list rather than a hope. Because sentiment was already strong and language was already on-message, the priority shifted to protecting and expanding that position rather than fixing a perception problem. And because visibility dipped slightly over the tracking window, the client moved from a one-time audit to ongoing monthly tracking, so a dip like that gets caught and explained instead of noticed six months later.

Sick of AI chatter? Here’s how to really use it

Every brand is hearing about GEO right now. Most of the advice is vague. Here’s what’s concrete enough to act on:

Pull the exact pages on your own site that AI is citing right now, not guessing, pulling the actual list. If it’s a small handful out of everything you’ve published, look at what those pages have in common and rebuild your other pages to match.

Check who’s citing you, and who’s citing your competitors instead. If a small number of journalists or outlets are driving most of the category’s AI visibility, that’s your media list, not a mystery.

Don’t assume your Google rankings are protecting you. The overlap between top search rankings and AI citations has been shrinking fast. Rank one on Google and still show up nowhere in an AI answer.

Check your sentiment, not just your presence. Showing up matters less if the tone is wrong. This is a data point, not a guess.

Run it more than once. A single audit tells you where you stand today. A category shifts, competitors publish, coverage changes, and visibility moves with it. Monthly or quarterly tracking is what turns a snapshot into a strategy.

Want to see what this looks like for your brand? Reach out to TIG.