When a Patient Asks ChatGPT for the Best Dermatologist in Bengaluru, Practo Gets Cited. Your Clinic Doesn't Have To Accept That. | Iris by AdChoreo
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When a Patient Asks ChatGPT for the Best Dermatologist in Bengaluru, Practo Gets Cited. Your Clinic Doesn't Have To Accept That.

Lakshay Batra, Iris by AdChoreo 2026-08-11 10 min read
When a Patient Asks ChatGPT for the Best Dermatologist in Bengaluru, Practo Gets Cited. Your Clinic Doesn't Have To Accept That.
Key Takeaways
  • ChatGPT cites Practo's Top Doctors pages when patients ask for specialist recommendations in Indian cities — because Practo has indexed, AI-readable content about doctors, and most clinic websites do not.
  • Being cited through Practo means the patient relationship begins on Practo's platform, not yours. The citation equity accrues to Practo's domain.
  • The mechanism is straightforward: ChatGPT reads websites. Practo's website is indexable and has structured doctor profile content. Most clinic websites are not AI-readable.
  • The fix does not require leaving Practo. It requires building AI-readable infrastructure on your own domain so ChatGPT has a direct, authoritative source to cite instead of — or alongside — Practo.
  • Clinics that build their own AI visibility become the cited source. The patient arrives at your website having received an AI endorsement of your clinic directly, not a Practo listing.

Open ChatGPT right now and type: "Who is the best dermatologist in Bengaluru?" or "Which IVF centre in Hyderabad has the best success rates?"

Read the response carefully. Note which sources are cited. In most cases, the response will cite Practo's Top Doctors pages, Lybrate's doctor listings, or Times Health features. It will name specific doctors — but those names were surfaced through aggregator platforms, not through the clinics' own websites.

This is a structural reality of how AI search works in India in 2026, and it represents a significant competitive dynamic that most independent clinic owners have not noticed yet. AI systems cite whatever indexed, authoritative-seeming source they can find about a topic. For specialist recommendations in Indian cities, Practo currently has more AI-readable, indexed content than almost any independent clinic website. So Practo gets cited.

Top result
Practo Top Doctors pages are among the most frequently cited sources when ChatGPT recommends specialists in Indian cities
Iris analysis
Zero
AI-readable content on most Indian independent clinic websites — the infrastructure that would let AI cite the clinic directly
Iris audit data
47/100
average agentic readiness score across 1,000+ independent clinics nationally — well below what generates consistent AI citations
Iris audit data

Why ChatGPT Cites Practo Instead of Your Clinic

The mechanism is straightforward and unsentimental. ChatGPT retrieves information from indexed web sources when a user asks a question. It is not evaluating clinical quality. It is not checking which doctor has the most years of experience. It is looking for structured, authoritative content that directly answers the patient's query.

Practo has built exactly that for thousands of Indian doctors. Practo's Top Doctors pages include: a doctor's name, specialty, years of experience, qualifications, clinic location, and patient review count — all presented in a structured, scannable format that AI crawlers can read and extract. The page title is "Top Dermatologists in Bengaluru" or "Best IVF Specialists in Hyderabad" — directly matching the patient's query. The page is indexed, internally linked, and has domain authority from millions of patient interactions.

Your clinic's website, by comparison, likely has: a home page with marketing prose, a services page that lists treatments without AI-readable structure, a team page with an unstructured doctor biography, and no schema markup formally identifying any of this as a medical entity with a specific specialty and location. From an AI crawler's perspective, your website is harder to read, less structured, and provides less directly answerable content than Practo's listing page about you.

So when a patient asks ChatGPT who the best dermatologist in Bengaluru is, ChatGPT cites Practo — because Practo is the highest-quality indexed source ChatGPT can find that directly answers the question. Your clinic's own website is not competing for that citation.

What This Actually Costs Your Clinic

The cost of being cited through Practo rather than directly is multifaceted.

First, the citation equity accrues to Practo's domain, not yours. When ChatGPT cites "Practo.com/top-doctors/dermatologist/bengaluru" as the source for its recommendation, that citation increases Practo's authority as a health information source. It does nothing for your website's authority. The AI research that led the patient to your name benefited Practo.

Second, the patient's first action is to visit Practo, not your website. They see Practo's interface, with Practo's booking button, Practo's related doctor suggestions, and Practo's sponsored listings for clinics that pay for premium placement. Your clinic may appear on that page — but so do three or four competitors, some of whom pay for higher placement than you do.

Third, the patient relationship begins on Practo's terms. Their contact data, their search intent, their booking — all of this flows through Practo's system before it reaches your clinic. The consultation you receive is real. The intelligence about how the patient found you, what they searched, and what they compared remains with Practo.

How to Change the Citation Pattern

The fix requires building the thing that ChatGPT currently finds missing on your website: structured, AI-readable content that directly answers the questions patients ask when searching for your specialty.

For a dermatology clinic, that means: a homepage that opens with "Dr. [Name] is a board-certified dermatologist in [locality], Bengaluru, specialising in acne, pigmentation, laser treatments, and cosmetic dermatology" — a direct, extractable sentence that AI can cite. MedicalBusiness schema with the practice type, specialty, address, and geo-coordinates. MedicalProcedure schema for each treatment. FAQPage schema on patient questions. A llms.txt file at the site root guiding AI crawlers to the most important pages. And a correctly configured GBP with "Dermatologist" as the primary category and treatment-specific service entries.

When this infrastructure is in place, ChatGPT has a direct, structured, authoritative source on your clinic's own domain that answers the question "who is the best dermatologist in [locality of Bengaluru]" more specifically and authoritatively than Practo's generic city-wide listing. AI systems prefer more specific, more authoritative sources. Your clinic's own page, correctly built, outcompetes a generic Practo directory page for locality-specific queries.

This does not require leaving Practo. It requires building on your own domain what Practo has built on theirs — structured, indexed, AI-readable content about your clinic and your specialists. Once you have it, AI systems begin citing your website directly rather than Practo's listing about you.

"When we built AI-readable infrastructure for a Bengaluru skin clinic — MedicalBusiness schema, FAQPage content, llms.txt — ChatGPT began citing the clinic's own website for dermatology queries in Koramangala within six weeks. The Practo citation for the same doctor still appeared, but the clinic's own page appeared alongside it and, for locality-specific queries, above it."

Iris by AdChoreo, engagement data 2026

The Verification Problem in AI Search

There is a secondary reason Practo gets cited that is worth understanding. AI systems try to cite sources that appear credible and verifiable. A Practo page about a doctor includes: the doctor's name, a photo, their qualifications, their clinic's address, patient review counts, and years of experience. It is a structured, verifiable-seeming profile. An independent clinic website with an unstructured doctor bio, no credential markup, and no photo alt text provides far fewer verification signals.

Person schema — structured data that formally declares a physician's qualifications, fellowship training, board certifications, and clinic affiliation — is the on-domain equivalent of what Practo provides in its doctor profiles. A clinic website with Person schema for each practitioner gives AI systems the verification signals they need to cite the clinic directly with the same confidence they cite Practo.

Frequently Asked Questions
Why does ChatGPT recommend doctors through Practo instead of their own websites?
ChatGPT cites Practo's Top Doctors pages because Practo has built indexed, structured, AI-readable content about thousands of Indian doctors, while most independent clinic websites have no AI-readable infrastructure. Practo's pages include structured doctor profiles that directly answer 'who is the best [specialty] in [city]' queries. Most clinic websites have unstructured marketing content that AI crawlers cannot extract clean answers from.
Does having a Practo profile help or hurt my clinic's AI visibility?
Having a Practo profile is neutral to mildly positive — it creates a citation pathway for AI systems even when the clinic's own website lacks infrastructure. The problem is that citations through Practo benefit Practo's domain, not the clinic's. The clinic relationship begins on Practo's terms. Building AI-readable infrastructure on the clinic's own domain creates a direct citation pathway that benefits the clinic and is not dependent on Practo's platform.
How long does it take to start appearing in ChatGPT recommendations directly, rather than through Practo?
With correctly implemented schema markup, llms.txt, AI-readable content, and GBP optimisation, ChatGPT-User and PerplexityBot typically appear in a clinic's server access logs within 2-4 weeks of robots.txt correction. Direct AI citations — the clinic's own website appearing in ChatGPT responses for specialty and locality queries — typically develop within 6-10 weeks. For locality-specific queries (best dermatologist in Koramangala rather than best dermatologist in Bengaluru), the timeline can be faster because fewer competitors are targeting that specific query.
Will AI visibility infrastructure make my Practo listing unnecessary?
Not immediately, and possibly not at all. Practo and direct AI visibility operate on different channels. Practo drives bookings from patients who use Practo's platform. Direct AI visibility drives bookings from patients who use ChatGPT, Google AI Overviews, and voice search. Over time, as direct bookings grow, Practo becomes proportionally less important. The goal is not to make Practo unnecessary but to reach the position where it is optional.

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