AI Strategy

There Was a Moment Like This Before. It Was Called Blogging.

The same first-mover advantage that made early bloggers rich from Google search just reopened. It's called AI visibility, and most businesses don't know the window exists yet.

Carol Roderick, PhD  ·  July 2, 2026

Generative Engine Optimization (GEO) is the practice of making a business visible and accurately represented in AI-powered search tools like ChatGPT, Claude, Perplexity, and Google's AI Overviews, and it creates the same durable first-mover advantage that organic search did for early adopters of blogging.

Pamela Dale has been working in the online marketing world for years. She runs a GoHighLevel consultancy, she has certifications, she has a reputation in the GHL community. When you ask people who do what Pam does, her name comes up.

On a Zoom call this week, I walked her through her AI Visibility Check report.

Her overall score: 43 out of 100. Her closest competitor: 87.

She sat with that for a second. Then she said this:

"I think the first adapters are going to win here, just like they did in the blogging days." Pamela Dale, GoHighLevel Consultant

She said it before I could. And she's right.


Think about what blogging did.

In the early days, the businesses that started publishing consistently before it was obvious they should, captured the first page of Google. Some of them held those rankings for years. The economics were simple: traffic was free, clients found them first, and the work they'd done to get there was essentially invisible to anyone who showed up late.

Then the window narrowed. SEO became a technical and financial arms race. A whole industry emerged to help late movers claw back positions that the early publishers had already locked in.

The people who moved first didn't have to fight for any of it. They just had to show up before it was crowded.


That moment is happening again.

The search engines are different now. They're ChatGPT, Claude, Perplexity, Google's AI Overview. When someone asks them who to call for a specific problem, those tools pull from whatever they've indexed and understood about the businesses in that space.

Right now, most expertise-led businesses are invisible to that layer entirely.

Not because they aren't using AI. Most of them use it every day. But using AI and being found by AI are two completely different things, and almost no one has made that distinction yet.


When I showed Pam her report, one line stopped her.

It came from the AI Starting Knowledge section, where I prompt AI engines without letting them search, asking what they already know about a business. Pam's result read: "She's known by name in the GHL world, but AI can't tell your prospects why she's the right call."

That's the gap. It has nothing to do with the quality of her work. She has years of experience, a strong network, and real results. The problem is that the infrastructure AI uses to make recommendations has no way to understand that.

AI can find her name. It cannot explain why she's the right choice.


Pam's reaction wasn't panic. It was recognition.

"That's tomorrow's project," she said, "which tomorrow will never come."

Then, almost immediately: "But I also know there's not a lot of time left."

That tension is real. The fixes are not complicated. A home page. An about page. Schema markup. Testimonials in a format AI can read. None of it is technically overwhelming for someone with Pam's background. The complication is that without understanding what's at stake, there's no pressure to move.

The score creates the pressure. 43 to 87 is a number you can do something about.


I've seen what happens when someone does move.

Wendy Newman is a realtor in San Francisco. Published author, Wall Street Journal coverage, two decades of experience, a Wikipedia page. She'd been talking to ChatGPT for months, trained it on her voice, sent it her book. She thought she was ahead of the curve. Her AI Visibility Check score came back at 4 out of 10. A comparable agent in her market was scoring 7 and showing up in AI search results for the exact queries Wendy should have owned.

Thirty days after fixing the signals, she went from 4 to 8. AI could name her, cite her work, and recommend her for divorce real estate queries in San Francisco.

That's what the compounding looks like up close. Not abstract future advantage. Thirty days.

You can read her full story in the Wendy Newman case study.


I do AI Visibility Checks out of Halifax, Nova Scotia. What I see across industries, consultants, advisors, lawyers, realtors, is a consistent pattern: people who are genuinely excellent at what they do, whose clients would recommend them without hesitation, who have no digital footprint that AI systems can read and reason from.

No digital footprint AI can reason from. That's the thing worth saying twice.

The gap between who AI sees and who it doesn't is going to grow. That's not a prediction. It's already happening. The businesses that start building now will accumulate the same kind of durable advantage the early bloggers had. The businesses that wait will be building visibility in a more competitive field, with more players, less available space, and none of the advantage that comes from showing up first.

The AI Visibility Check is a scored assessment across six factors with a report on what to fix first. If you want a quick first read before that, the AI Reality Check is free.


The blogging window didn't stay open forever.

Whether your business is the one that moves now, or the one that watches others build the kind of visibility you'll spend years trying to catch up to, is the question sitting in front of you right now.

About the Author

Carol Roderick, PhD

Carol Roderick is an AI adoption consultant based in Halifax, Nova Scotia. She helps expertise-led businesses get visible to AI-powered search engines through the AI Visibility Check and strategic GEO implementation.

Common Questions

What people ask about GEO and AI visibility

What is GEO and how is it different from SEO?

GEO (Generative Engine Optimization) is the practice of making a business visible and accurately represented in AI-powered search tools like ChatGPT, Claude, Perplexity, and Google's AI Overviews. Unlike traditional SEO, which focuses on ranking in a list of links, GEO focuses on whether AI engines can find, understand, and confidently recommend a business when someone asks a relevant question. Carol Roderick helps expertise-led businesses diagnose and close this visibility gap through the AI Visibility Check, a scored assessment she offers from her consultancy in Halifax, Nova Scotia.

What is an AI Visibility Check?

The AI Visibility Check is a scored assessment developed by Carol Roderick that evaluates how well a business is represented across AI-powered search tools. It examines six factors: Clarity, Authority, Structure, Entity, Presence, and AI Starting Knowledge. The output is a detailed report identifying where visibility gaps exist and what to fix first. It is designed for consultants, advisors, realtors, and service businesses whose expertise is not yet legible to AI search engines.

Why do first movers win in AI search?

AI engines build associations over time between a business and specific expertise, locations, and outcomes. The earlier a business starts building that record, the more established those associations become. Late movers have to build visibility in a more competitive environment, with more businesses competing for the same AI recommendations. The dynamic is comparable to how early bloggers captured first-page Google rankings that later entrants had to fight to dislodge.

Does using AI in my business mean AI can find me?

No. Using AI tools in day-to-day work has no relationship to whether AI-powered search engines can find and accurately represent a business. AI visibility depends on what is publicly available and structured well enough for AI engines to understand: clear website copy, consistent entity signals, and content that answers the questions an ideal client is actually asking. Most businesses that use AI daily have not done the foundational work that makes them visible to it.

How do I know if my business has an AI visibility gap?

The fastest first check is to search for your business name and services in ChatGPT, Perplexity, or Claude and see what comes back, and equally important, what does not. If the tools cannot explain what you do, who you serve, or why a prospect should call you, there is a gap. Starting with the AI Reality Check gives you a quick first read. The full AI Visibility Check provides a scored assessment across six factors if you want a structured diagnosis.

If AI can't find you, neither can the people ready to pay you.

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