AI visibility by sector

AI visibility for healthcare providers

AI is recommending healthcare providers every day. When a patient asks ChatGPT where to go for a procedure or asks Perplexity to compare clinics, a few providers get named and the rest stay invisible. Known & Cited measures where AI sends patients, why some providers appear, and how to make sure yours is cited accurately and for the right care.

Where AI sends patients looking for a provider

Patients describe a need, not a clinic name. "Where can I get a private knee consultation near Leeds?" "Which clinics offer this treatment and how do I choose?" "Is this provider reputable for fertility care?" The engine answers in careful prose, sometimes names providers, and shapes the patient's shortlist before they pick up the phone.

Healthcare answers are built from regulated-body listings, clinical accreditations, your own service pages, recognised health information sources, professional directories and press. Because the topic is sensitive, the engines lean hard on authoritative, verifiable sources and are cautious about anything that looks like a marketing claim. That makes Source Quality unusually decisive in this sector.

It also makes accuracy a safety issue, not just a marketing one. If the AI describes a service you no longer offer, or attaches the wrong specialism to your practice, that misinformation reaches patients directly. Measuring what the engines actually say about you is the first line of defence. See why AI visibility matters for the wider context.

What makes AI cite a healthcare provider

Three dimensions decide whether your provider is named and described correctly, and Known & Cited scores all three.

  • AI Visibility. Are you surfaced for the conditions, treatments and locations patients actually search? A respected clinic can be a Ghost in AI answers if nothing the engine reads connects it clearly to those specific services.
  • Source Quality. This matters more in healthcare than almost anywhere. AI heavily weights regulated-body listings, clinical accreditations, recognised health information sources and clearly structured service pages. Authoritative sources lift your score; thin or unverifiable claims do little and can be ignored entirely.
  • Narrative Fit. Does the AI describe your services accurately and for the patient you actually treat? In a regulated, high-trust field, a wrong or outdated description is both a commercial loss and a clinical-governance concern. We measure how faithfully the engine represents your care.

Knowing which dimension is weakest is especially valuable here, because the fix for an accuracy problem is very different from the fix for an absence-of-mentions problem.

How Known & Cited measures AI visibility for healthcare providers

We test your provider across ChatGPT, Google AI Overviews and Perplexity, the three engines patients now use for early research. We build a healthcare-specific prompt set covering your treatments, conditions, locations and the comparison and reputation questions patients ask, while staying within the careful framing these engines use for medical topics.

Each answer is scored 0 to 100 and placed in one of five bands: Ghost (0 to 10), Whisper (11 to 30), Emerging (31 to 50), Cited (51 to 75) and Known and Cited (76 to 100). You see how you band per engine and per service line, and crucially whether what the engine says about you is accurate, so any harmful misinformation is flagged early.

The score is built on our 12-pillar framework, weighted across AI Visibility (40%), Source Quality (30%) and Narrative Fit (30%). The full method, including how we build prompt sets and verify each citation, is on our methodology page, with the banding explained on AI Visibility Score.

What an AVS run looks like for a healthcare provider

You start with a free Exec Brief. We run a focused healthcare prompt set across the three engines, score where your provider stands today, and flag both the gaps where patients are being sent elsewhere and any inaccurate claims the engine is making about your services. It is free and there is no obligation. Request one at start.

A full AI Visibility Strategy then runs on an Annual, Bi-Annual or Quarterly cadence. Providers with fast-changing services, or those who have spotted an accuracy issue, often choose a tighter cadence so they can confirm corrections have reached the engines. Pricing is bespoke and scaled to the service lines, locations and competitors you want tracked.

You receive the scored report, the exact prompts and citations behind it, an accuracy review of what the engines say about you, a competitor view, and a prioritised list of what to change to climb the bands and put right any misinformation. Then we re-measure on your cadence. Be Known. Be Cited.

Frequently asked questions

Why doesn't my clinic appear when patients ask AI for a recommendation?
Usually because the engine cannot find authoritative, consistent sources tying your clinic to that treatment and location. Healthcare answers lean heavily on regulated-body listings, accreditations and recognised health sources. If those are thin or your service pages are vague, a competitor gets named. An Exec Brief shows exactly which prompts surface you.
What if AI says something wrong about my practice?
This is a real risk in healthcare and we treat it as a priority. If an engine describes a service you no longer offer or attaches the wrong specialism to you, that reaches patients directly. Every run includes an accuracy review flagging what the engines say about you, so misinformation can be identified and corrected at source.
Do patients really use AI to choose healthcare?
More patients use AI for early research, even when a clinical decision is made with a professional. Conductor found 37% of consumers now start their searches with AI rather than Google (Conductor, 2025), and Google AI Overviews now appear on the majority of searches, so patients see AI-generated answers about providers whether or not they intend to.
Which sources do AI engines trust for healthcare?
Regulated-body listings, clinical accreditations, recognised health information sources and clearly structured, accurate service pages carry the most weight. The engines are deliberately cautious with medical topics and discount unverified marketing claims. Our Source Quality dimension scores exactly which trusted sources are shaping your AI presence and which are missing.
Can you measure individual service lines, not just the whole practice?
Yes. We score each service line separately, so you might be Cited for one specialism and a Whisper for another. That lets you focus investment where it matters and catch any service that the engines describe inaccurately. See /ai-visibility-score for how the five bands work per service.
What does it cost and how do we begin?
The Exec Brief is free. A full AI Visibility Strategy on an Annual, Bi-Annual or Quarterly cadence is bespoke priced, scaled to the service lines, locations and competitors you want tracked. Start with the free Exec Brief at /start, then decide whether a full programme is worthwhile.

Related pages

Find out where you stand, for free

Book an AVS Exec Brief: a real, one-off measurement of how ChatGPT, Google AI Overviews and Perplexity talk about your business right now. Same methodology as the full AI Visibility Strategy, delivered manually, free of charge. Annual, Bi-Annual and Quarterly cadences are bespoke priced.

Book your AVS Exec Brief →
Be Known. Be Cited.