Medical Group Insight

Why Isn't My Medical Practice Showing Up on ChatGPT?

By Edgar Lucas, Founder & AI Search Specialist (AEO/GEO) — Guey Lab

Patients are asking AI where to go for care before they ever open a search engine.

They type what they need. Best cardiologist in Los Angeles. Best cardiologist near me. And the answer they get back decides which practices they consider and which ones they never see.

If your practice is not in that answer, you are not competing. You are absent.

What happens when a patient asks ChatGPT for a doctor in their city?

It returns a map.

Ask for a cardiologist in Los Angeles and ChatGPT shows practices on a map, the same way Google Maps does. Whatever the plumbing underneath, the pattern is consistent: the practices that appear are the ones with a strong local presence. The same infrastructure that wins the Google Map Pack is what puts a practice in that answer.

Which means local visibility and AI visibility are not two projects. They are one.

How is Perplexity different from ChatGPT for local search?

Perplexity works differently, and this is where most practices get it wrong.

It does not lead with a map. It reads credible sources across the web, synthesizes what it finds, and returns a recommendation with citations attached. So the work that gets you recommended by Perplexity is not the same work that gets you on ChatGPT's map.

One rewards local presence. The other rewards being a source that credible sites already reference.

A practice that only builds one of those shows up in one place and disappears from the other.

Why isn't my practice showing up?

In almost every practice site I audit, the same things are missing.

No meta titles or descriptions. Page after page with nothing telling a search engine what the page is about. This is the most basic layer, and it is missing more often than anything else.

No local content. Nothing on the site connects the practice to the specific places it serves. A patient searching for care in their neighborhood has no signal the practice is relevant to them.

Thin or neglected pages. Blog posts that were published and abandoned. Service pages with a paragraph and a phone number.

Nothing aligned to the Google Business Profile. The profile says one thing, the site says another, and neither reinforces the other.

No named providers with credentials. Healthcare is what search engines classify as a Your Money or Your Life category, which means expertise and trust signals carry more weight here than in most industries. A site with no named physicians and no visible credentials is asking to be trusted with no reason to be.

What actually gets a medical practice recommended?

The sequence matters, because fixing things out of order wastes effort.

Audit first. Find what is blocking the practice from getting leads, not just what is technically imperfect. Those are different lists.

Fix the fundamentals. Meta titles, meta descriptions, page structure. This is unglamorous and it is where most of the gap is.

Fill the content gaps. Every service, every condition, every question a patient asks before booking should have a page that answers it.

Build local content around high-intent local keywords. Not general terms. The specific searches a patient makes when they are ready to book.

Add schema markup and AEO fundamentals. Structured data that lets an engine parse what the practice is, where it operates, and who works there.

Align everything to the Google Business Profile. The site and the profile should tell the same story with the same information.

Rewrite the weak pages. Thin blog posts get rebuilt as content that ranks for local terms instead of sitting there doing nothing.

How do you know which keywords are worth ranking for?

You start from what the practice needs booked, and work backward.

Most agencies start with rankings. They find keywords with volume, rank for them, and send a traffic report. But traffic is not the objective. Booked appointments are.

So the first question is not what can we rank for. It is what does this practice need more of, and then, what does a patient type right before they book that.

Ranking for a high-volume term that never converts is a report that looks good and changes nothing.

Does this actually work?

For a Los Angeles wellness practice, we ran this exact sequence.

The result was a verified number one Google Maps position at every tested location across a nine point geo-grid scan of the service area, not a single lucky ranking from one lookup. Monthly sessions went from 800 to 7,475. User engagement increased 300 percent.

The objective was not traffic. It was getting people through the door for classes. The keyword strategy was built backward from that.

Frequently Asked Questions

Do patients actually use ChatGPT to find a doctor?

Yes. Patients ask AI for care recommendations before they open a search engine, using the same phrasing they would use with a person. Best cardiologist in Los Angeles. Best cardiologist near me.

Does my Google Business Profile affect whether ChatGPT recommends my practice?

When you ask ChatGPT for a doctor in a specific city, it returns a map. The practices that appear are the ones with strong local presence, which is the same infrastructure that determines Google Map Pack position. Local visibility and AI visibility run on overlapping signals.

Is ranking on Perplexity the same as ranking on ChatGPT?

No. Perplexity pulls from credible sources across the web and synthesizes an answer with citations, rather than leading with a map. Being recommended there depends on being a source that credible sites already reference, which is different work from local presence.

Why do named providers and credentials matter so much for a medical site?

Healthcare falls into what search engines treat as a Your Money or Your Life category, where trust and expertise signals are weighted more heavily. Named providers with visible credentials give an engine a verifiable reason to treat the practice as authoritative.

What is the first thing to fix?

Usually the fundamentals. Most practice sites are missing meta titles and meta descriptions across large sections of the site. That layer costs the least to fix and is missing more often than anything else.

Want to know where your practice stands?

I'll run your practice through ChatGPT, Perplexity, and Google AI Overviews and show you exactly what they say, which practices get named instead of you, and what's blocking yours from being the answer.

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