Canonical: https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library Free medical AI tool # Healthcare AI visibility prompt library Build fixed monitoring questions around the factors patients use when choosing care—without starting from a blank sheet. **13** medical verticals **24** prompts per kit **2** short interview rounds maximum [Choose your vertical](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library#prompt-library) [How it works](https://rotgar.com/medical/resources/healthcare-ai-visibility-prompt-library#how-it-works) What you get ## One interview prompt creates a repeatable 24-question monitoring set. Choose the medical vertical, copy the complete Markdown prompt into an AI assistant and answer one or two focused rounds of questions. The assistant then produces a normalized brief and a fixed question set for one service, market and patient population. Keep the generated questions unchanged when you repeat the measurement. Create a separate set when the service, market or intended patient journey changes. 01 ### Normalized brief One service, one market, one intended patient population and the decision factors that matter for that measurement. 18 ### Discovery prompts Non-branded questions that test whether a provider appears naturally for patient needs, access factors and choice criteria. 06 ### Accuracy prompts Branded questions that test whether known services, locations, clinicians, coverage and other confirmed facts are described correctly. Quality-first recommendation ## Recommended models and reasoning settings **These models are recommended, not required.** The kits work with any capable AI assistant. We expect the settings below to produce the most complete and stable interview and output available in each product. Availability varies by plan. If a label is unavailable, choose the strongest model and deepest reasoning mode shown in your account. Reviewed August 25, 2026. ### ChatGPT GPT-5.6 Sol · Extra High ### Codex GPT-5.6 Sol · Max ### Claude Fable 5 · Max ### Perplexity Deep Research ### DeepSeek Expert Mode Measurement design ## Discovery and factual accuracy are different tests. A clinic can be absent from a non-branded recommendation and still be described correctly when named. The kits keep those signals separate so the result is easier to interpret. D01–D18 ### Non-branded discovery No clinic name. Questions cover patient need, service, geography, insurance, access requirement and decision factors. B01–B06 ### Branded factual accuracy The clinic is named. Questions cover confirmed services, locations, clinicians, insurance, cost, eligibility and other known facts. Priority set ## Hospital and health-system service lines Focused prompt kits for high-impact clinical lines where access, eligibility, subspecialty expertise, care setting, and patient safety materially change the search journey. **6 prompt kits** Markdown ### Primary Care Preventive, acute, and chronic-care discovery with new-patient access, insurance, continuity, telehealth, and age-group fit. Adult · family · pediatric · geriatric [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/primary-care.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/primary-care.md) Markdown ### Urgent Care Walk-in, virtual, pediatric, injury, lab, and X-ray journeys with strict emergency-boundary and real-time-availability safeguards. Walk-in · same-day · diagnostics [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/urgent-care.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/urgent-care.md) Markdown ### Orthopedics Body-area, condition, surgery, non-operative care, imaging, rehabilitation, second-opinion, and specialist-expertise journeys. Sports · joints · spine · trauma [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/orthopedics.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/orthopedics.md) Markdown ### Oncology Cancer-type, modality, multidisciplinary, second-opinion, trial, genetics, navigation, and regional-care discovery without outcome claims. Medical · surgical · radiation [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/oncology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/oncology.md) Markdown ### Cardiology Condition, test, procedure, subspecialty, referral, second-opinion, imaging, monitoring, intervention, and rehabilitation journeys. Diagnostic · medical · interventional [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cardiology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cardiology.md) Markdown ### Women’s Health Life-stage, preventive, obstetric, gynecologic, menopause, pelvic-health, hospital, provider-fit, and access journeys. OB/GYN · surgery · menopause · pelvic health [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/womens-health.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/womens-health.md) Secondary set ## Specialty and high-choice outpatient care Additional kits for categories where modality, eligibility, total cost, financing, travel, provider credentials, and service components strongly shape patient choice. **7 prompt kits** Markdown ### Behavioral Health Therapy, psychiatry, program level, age group, modality, telehealth geography, insurance, availability, and provider-fit journeys. Outpatient · psychiatry · IOP · telehealth [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/behavioral-health.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/behavioral-health.md) Markdown ### Medical Imaging Modality, body area, order requirements, insurance authorization, self-pay price, scheduling, equipment features, and reporting. MRI · CT · mammography · ultrasound [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/imaging.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/imaging.md) Markdown ### Fertility Testing, treatment, preservation, donor-assisted care, family-building pathways, coverage, total cost, lab integration, and travel. IVF · IUI · egg freezing · donor services [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/fertility.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/fertility.md) Markdown ### Dental Implants Single-tooth, multi-tooth, full-arch, preparatory procedures, clinician roles, imaging, sedation, total cost, and financing. Single · full arch · dentures · grafting [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/dental-implants.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/dental-implants.md) Markdown ### Ophthalmology Condition, subspecialty, diagnostic, medical, surgical, elective, insurance, Medicare, technology, second-opinion, and recovery journeys. Cataract · glaucoma · retina · LASIK [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/ophthalmology.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/ophthalmology.md) Markdown ### Bariatrics Procedure/program, evaluation, authorization, multidisciplinary preparation, accreditation, cost, revision care, and long-term support. Surgery · revision · medical management [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/bariatrics.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/bariatrics.md) Markdown ### Cosmetic Surgery Exact procedure, surgeon credentials, accredited facility, anesthesia, itemized cost, financing, recovery, aftercare, and travel. Surgical · minimally invasive · aesthetic [Open prompt ](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cosmetic-surgery.md) [Download](https://rotgar.com/downloads/healthcare-ai-visibility-prompt-library/cosmetic-surgery.md) Missing a medical vertical? ## Didn't find your medical vertical? Send us the vertical you need and we'll add a dedicated prompt kit to the library. Before you paste ## Use operational information, never patient information. - Do not paste patient records, PHI, personal medical histories or any identifiable patient information into an AI assistant. - The kits generate monitoring questions. They do not diagnose patients, give personal medical advice or run the monitoring for you. - Review the privacy, retention and acceptable-use terms of the AI product and plan used by your organization. Product marks identify compatible AI assistants and do not imply affiliation, sponsorship or endorsement. All trademarks belong to their respective owners. [View asset sources ](https://rotgar.com/images/tools/healthcare-ai-visibility-prompt-library/ATTRIBUTION.md) Related evidence and guidance ## Move from a prompt set to a measurable AI visibility program. AI Visibility Audit ## See how your clinic appears in AI answers The AI visibility audit starts with one clinic or selected location, one priority market and one patient language. **Best fit** Clinics, hospitals and medical groups in: - Dental - Aesthetic medicine - Physiotherapy - Fertility & IVF - Dermatology - Hair transplant - Cosmetic plastic surgery - Mental health - Multi-specialty groups - Your current visibility and named competitors - The sources AI answers cite - A prioritized list of improvements to implement Need to cover several clinics, locations, countries, markets or patient languages? [Book a 30-minute call ](https://calendly.com/z-rotgar/30min) We’ll discuss the scope for your organization.