What Should a Healthcare Marketplace Fix When AI Assistants Recommend Individual Clinics Instead?

Are you losing, or just not named?

Assistants answer "Find a dermatologist near me who takes [insurance]" by naming providers, because that is what the person asked for. The question is where the facts came from. Open the cited sources in a sample of answers:

• Your profile pages are cited: you are the source, even if the answer names the clinic. That is a win, and the aim is to turn citations into bookings.
• Clinic websites and other directories are cited: you are losing to them as a source.
• No sources are cited: the answer comes from model memory or general knowledge.

A Semrush and Growth Memo study found that in 61.7% of domain appearances, a site was cited as a source without its brand being named in the answer. For marketplaces, being the cited source without being named is common, and it is not the same as being invisible.

What stops marketplace pages being used?

• Script-only search and profiles. Provider search results and profile details that load by JavaScript are invisible to most AI crawlers.
• Crawler blocks. Robots rules or bot protection that block the search crawlers of AI assistants, often set up to stop scraping.
• Thin profiles. Profiles that copy the clinic's own description add nothing, so assistants prefer the clinic's site.
• Empty or duplicate location pages. "Dermatologists in [town]" pages with no real providers, or thousands of near-identical city pages. Google's spam policies treat pages created for many cities that funnel users to one place as doorway abuse.
• Stale data. Profiles showing clinicians who have left, or insurance plans no longer accepted, lose trust with users and assistants alike.

What can a marketplace publish that clinics cannot?

This is where a marketplace has an advantage. A single clinic's site cannot compare itself fairly with others, or show verified reviews from an independent source. How assistants handle insurance questions is covered in whether AI can identify a clinic's accepted insurance without payer systems.

How should profiles and landing pages be built?

• Profiles in HTML: name, credentials, specialties, conditions treated, locations, insurance, languages, reviews and availability summary, all readable without scripts.
• Unique content per profile: your verified data and reviews, not a copy of the clinic's text.
• City and specialty pages only where real providers exist, with useful guidance: how to choose, typical costs and insurance tips.
• Review markup where eligible. Google's review snippet guidelines allow local business review markup for sites that capture reviews about other businesses. A marketplace qualifies where a clinic reviewing itself does not.
• Fresh data: remove departed clinicians, update insurance lists and show when availability was last refreshed in the booking system.

Should you allow AI crawlers?

For discovery, yes. Allow the search crawlers of the assistants your users rely on, and check that bot protection lets them through. You can still block crawlers used only for training if that is your policy, since many AI companies run separate crawlers for search and for training. GPTBot and ClaudeBot are training-only, while OAI-SearchBot, Claude-SearchBot and PerplexityBot fetch for search. Google-Extended is not training-only: it also controls grounding in Gemini Apps, so blocking it can cost you Gemini citations. Blocking search crawlers makes your pages much less likely to be cited, so clinic websites and competing directories become the main sources.

How should you work with clinics on this?

Clinics and marketplaces share an interest in accurate answers. Give clinics a simple way to claim and update their profiles, and sync insurance, locations and clinicians from the systems they already use where you can. Ask clinics to link to their marketplace profile from their own site as a booking option. That link tells assistants the two describe the same provider. Share the questions patients ask about each clinic, so clinics can improve their own pages too. Where a clinic's own site and your profile disagree, fix the disagreement together. Conflicting facts make assistants trust both sources less.

What privacy and compliance points apply?

Health information needs care. Publish reviews in a way that does not expose patients' health details, and moderate reviews that disclose them. Availability summaries should describe the provider's schedule, never individual patients. Check whether your business is covered by health privacy rules, such as HIPAA in the US, as a covered entity or business associate. Check too whether advertising rules in your markets restrict how you describe providers. Accurate, careful profiles are more useful to assistants and less risky for you.

What should you measure?

• Citation rate: the share of answers to provider-finding questions that cite your pages.
• Named rate: the share that name your marketplace, for example as the place to book.
• Booking-route mentions: answers that say "book through [marketplace]".
• AI referral sessions and bookings from assistant referrers in analytics.
• Data accuracy: answers that state insurance or availability correctly, compared with your records.

What might an illustrative case look like?

Consider an illustrative therapy marketplace that saw assistants recommend individual therapists by name while rarely mentioning the marketplace. A citation audit showed its profiles were cited in only 8% of answers. Most citations went to therapists' own sites and a competing directory. Its profiles loaded insurance and availability by script, and its bot protection challenged OpenAI's and Perplexity's search crawlers. The marketplace moved profile details into HTML, added a plain-text availability summary and verified insurance lists, and allowed the search crawlers. It also cut its city pages from 4,000 to the 600 with real providers. Three months later, its profiles were cited in about a third of answers, and a growing share said "book through" the marketplace.

What do people ask about healthcare marketplaces and AI?

Is it bad if assistants name the clinic rather than us?

Not if they cite your page and send the patient to you to book. Measure citations and bookings, not only mentions.

Should we create pages for every city and specialty?

Only where you have real providers and useful information. Thin, duplicated city pages can break search engines' spam policies.

Do clinics benefit from linking to our profiles?

Yes. When clinics link to their marketplace profile for booking, assistants see the marketplace as a legitimate route to that provider.