The mirror test

Most coaches and consultants don't have a visibility problem. They have a recognition problem. The expertise is real, the work is genuine and the results are documented. And yet, when someone types your niche into ChatGPT, a stranger's name comes back.

So, what do you do? Your instinct is to post or write more. But that won't fix it.

When Sophie and I started working together, her AI Mirror was empty. AI systems could find her LinkedIn and they could find her website. But they could not associate her with anything in particular.

She was a burnout coach the same way ten thousand other people on the internet are burnout coaches. AI saw her as adjacent to the topic, not central to it.

Run the test on yourself. Open ChatGPT, Gemini, or Claude and ask for the top experts in your specific niche, in your country. If your name doesn't appear, that is your AI Mirror reflecting back. It doesn't mean you're not an expert. It means the systems that recommend experts haven't been given enough structural evidence to choose you.

That's the gap most experts don't realise they have. AI can know you exist and still have nothing to cite you for.

Structure is important 

The reason most experts think AI visibility takes years is that they've been told to publish their way into it. Write the blog, create the reel and run the campaign. Then cross your fingers and wait.

That's the long route. It works eventually but it's also wasteful and tiring. Because volume isn't what AI is actually looking for.

What AI looks for is structural coherence. The same person, with the same definition, anchored to the same idea, across every place an AI model can crawl.

Think about how a language model decides whose name to surface when asked "who's the best burnout prevention expert in Australia." It isn't counting your posts. It's looking for a confidence signal — enough repetition, alignment and association across the open web that picking you over someone else feels safe. That confidence isn't built by volume; it's built by coherence.

What we changed

Three structural shifts.

One — the framework got a name and a home

Sophie's method became AMBP — the Anderson Model of Burnout Prevention. It now lives at its own URL, on its own page, defined in plain language and built for AI to read.

The framework had existed in her head and in her client sessions for years. Naming it and giving it a single canonical page is what made it findable.

Take note that Sophie's name is inside the framework. The AMBP doesn't just describe what she does, it binds her to it. That is an Authority Anchor doing two jobs at once. It names the method and it binds the expert to the territory.

Two — the bio is consistent

We developed the same expertise, language and positioning across her website, LinkedIn, About page and every other platform an AI crawler can reach.

On her website she had been described one way. On LinkedIn, another. In her bio for podcasts, another again. This was the case for 16 different bios across the internet.  Together, they fragmented what AI could pin her down as. We pulled the language into one shared definition. 

Most experts have four different bios in four different tones across four different platforms. To AI, that is noise and noise dilutes recognition.

Three — the framework got rewritten for AI

There's a difference between writing for humans and writing for AI legibility. Writing for AI defines terms, structures hierarchy and lets a language model pull a clean answer out of the page.

The AMBP rewrite did both. It reads like a thoughtful piece of writing for a human and like a well-formed reference page for the machine.

3 things we didn't do

SEO and AI visibility are related but not the same thing. SEO asks "can I be found?" AI visibility asks "am I the right answer?"

Sophie didn't publish more during those six weeks. She published more clearly. That distinction matters.

And this isn't a guarantee. Algorithms move and sources rotate. But the structural conditions that let AI confidently associate Sophie with burnout prevention are now in place and they keep working in the background while she gets on with her job of helping people.

The clarity problem

Most experts don't have a content problem; they have a clarity problem.

If you can't write a clean two-sentence answer to "what do you do and what is it called," then neither can AI. And AI doesn't guess; it picks the next person who can.

Sophie's expertise on week six was identical to her expertise on week one. What changed was the legibility of that expertise – to humans, to algorithms and to the systems that decide which experts get cited.

This is what I call structured visibility. Visibility you can engineer rather than chase. It doesn't rely on going viral or guessing what the algorithm wants this week. It relies on building so cleanly that the algorithm cannot misread you.

Sound familiar?

Two groups should read this.

Coaches and consultants who already have a method but haven't named or built it. You have been doing the work for years. The framework lives inside your head, your client sessions, your voice notes and the way you explain things on calls. Right now, AI has no way to know any of that. Until that method has a name and a page, it isn't doing structural work for you.

Service-based founders who keep noticing they're invisible in AI answers. The reason isn't that you haven't posted enough. It is that nothing on your website has been engineered for a language model to confidently pull from. 

Both situations have the same fix. 

What you can do this week

I want you to do these two things this week then report back. 

One — build a cornerstone page for your framework. One URL and one page. The name of your method, what it stands for, who it's for, how it works and what someone gets from using it.

A good cornerstone page does six things. 

1. Names the method clearly in a heading
2. Defines each letter or step in plain language
3. Explains who the method is built for.
4. Outlines the result someone walks away with
5. Uses the same language your bio uses
6. Links from your homepage so every visitor, human or crawler, can find it without hunting

Stop burying it inside your services page or scattering it across captions and reels. Pull it out, give it a home and treat it like the proper authority asset it is.

If you don't have a name for your method yet, give it a working one. Imperfect and named beats brilliant and invisible.

Two — book a Radar Session if you want it done for you. This is the work I do. I find the gaps in your authority structure, name what's missing and rebuild the conditions that let AI recognise you. 

The Radar difference

Sophie isn't louder than she was. She is clearer than she was – and the systems that decide what AI cites can finally tell what she is the answer to.

This is the difference between being known and being recognisable. Most experts are known by their clients and unknown to the systems that route attention. Sophie has both now. She earned the first through her work. She engineered the second through structure.

Structured visibility isn't a content strategy. It's a way of building so that the recognition follows on its own.